Olivier Delalleau

40 papers A* 4A 2B 2Journal 22Unranked 7
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Alexander Bukharin, Haifeng Qian, Shengyang Sun, Adithya Renduchintala, Soumye Singhal, Zhilin Wang, Oleksii Kuchaiev, Olivier Delalleau, Tuo Zhao
2025 J jnl
CoRR
Zhilin Wang, Jiaqi Zeng, Olivier Delalleau, Daniel Egert, Ellie Evans, Hoo-Chang Shin, Felipe Soares, Yi Dong, Oleksii Kuchaiev
2025 A* conf
ICML
Michael J. Q. Zhang, Zhilin Wang, Jena D. Hwang, Yi Dong, Olivier Delalleau, Yejin Choi, Eunsol Choi, Xiang Ren, Valentina Pyatkin
2025 A* conf
ICLR
Zhilin Wang, Alexander Bukharin, Olivier Delalleau, Daniel Egert, Gerald Shen, Jiaqi Zeng, Oleksii Kuchaiev, Yi Dong
2025 J jnl
CoRR
Zhilin Wang, Jiaqi Zeng, Olivier Delalleau, Hoo-Chang Shin, Felipe Soares, Alexander Bukharin, Ellie Evans, Yi Dong, Oleksii Kuchaiev
2025 conf
ACL (1)
Zhilin Wang, Jiaqi Zeng, Olivier Delalleau, Daniel Egert, Ellie Evans, Hoo-Chang Shin, Felipe Soares, Yi Dong, Oleksii Kuchaiev
2025 J jnl
CoRR
Zhilin Wang, Jiaqi Zeng, Olivier Delalleau, Ellie Evans, Daniel Egert, Hoo-Chang Shin, Felipe Soares, Yi Dong, Oleksii Kuchaiev
2025 J jnl
CoRR
Shengyang Sun, Yian Zhang, Alexander Bukharin, David Mosallanezhad, Jiaqi Zeng, Soumye Singhal, Gerald Shen, Adithya Renduchintala, Tugrul Konuk, Yi Dong, Zhilin Wang, Dmitry Chichkov, Olivier Delalleau, Oleksii Kuchaiev
2025 J jnl
CoRR
Yizhu Jiao, Jiaqi Zeng, Julien Veron Vialard, Oleksii Kuchaiev, Jiawei Han, Olivier Delalleau
2024 J jnl
CoRR
Michael J. Q. Zhang, Zhilin Wang, Jena D. Hwang, Yi Dong, Olivier Delalleau, Yejin Choi, Eunsol Choi, Xiang Ren, Valentina Pyatkin
2024 A* conf
NeurIPS
Zhilin Wang, Yi Dong, Olivier Delalleau, Jiaqi Zeng, Gerald Shen, Daniel Egert, Jimmy Zhang, Makesh Narsimhan Sreedhar, Oleksii Kuchaiev
2024 J jnl
CoRR
Zhilin Wang, Alexander Bukharin, Olivier Delalleau, Daniel Egert, Gerald Shen, Jiaqi Zeng, Oleksii Kuchaiev, Yi Dong
2024 J jnl
CoRR
Zhilin Wang, Yi Dong, Olivier Delalleau, Jiaqi Zeng, Gerald Shen, Daniel Egert, Jimmy J. Zhang, Makesh Narsimhan Sreedhar, Oleksii Kuchaiev
2024 conf
NAACL-HLT
Zhilin Wang, Yi Dong, Jiaqi Zeng, Virginia Adams, Makesh Narsimhan Sreedhar, Daniel Egert, Olivier Delalleau, Jane Polak Scowcroft, Neel Kant, Aidan Swope, Oleksii Kuchaiev
2024 A* conf
ICRA
Rohan Chitnis, Yingchen Xu, Bobak Hashemi, Lucas Lehnert, Ürün Dogan, Zheqing Zhu, Olivier Delalleau
2024 J jnl
CoRR
Gerald Shen, Zhilin Wang, Olivier Delalleau, Jiaqi Zeng, Yi Dong, Daniel Egert, Shengyang Sun, Jimmy J. Zhang, Sahil Jain, Ali Taghibakhshi, Markel Sanz Ausin, Ashwath Aithal, Oleksii Kuchaiev
2023 J jnl
CoRR
Zhilin Wang, Yi Dong, Jiaqi Zeng, Virginia Adams, Makesh Narsimhan Sreedhar, Daniel Egert, Olivier Delalleau, Jane Polak Scowcroft, Neel Kant, Aidan Swope, Oleksii Kuchaiev
2023 J jnl
CoRR
Rohan Chitnis, Yingchen Xu, Bobak Hashemi, Lucas Lehnert, Ürün Dogan, Zheqing Zhu, Olivier Delalleau
2020 J jnl
CoRR
Shagun Sodhani, Olivier Delalleau, Mahmoud Assran, Koustuv Sinha, Nicolas Ballas, Michael G. Rabbat
2019 J jnl
CoRR
Olivier Delalleau, Maxim Peter, Eloi Alonso, Adrien Logut
2016 J jnl
CoRR
Rami Al-Rfou, Guillaume Alain, Amjad Almahairi, Christof Angermüller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien, Justin Bayer, Anatoly Belikov, Alexander Belopolsky, Yoshua Bengio, Arnaud Bergeron, James Bergstra, Valentin Bisson, Josh Bleecher Snyder, Nicolas Bouchard, Nicolas Boulanger-Lewandowski, Xavier Bouthillier, Alexandre de Brébisson, Olivier Breuleux, Pierre Luc Carrier, Kyunghyun Cho, Jan Chorowski, Paul F. Christiano, Tim Cooijmans, Marc-Alexandre Côté, Myriam Côté, Aaron C. Courville, Yann N. Dauphin, Olivier Delalleau, Julien Demouth, Guillaume Desjardins, Sander Dieleman, Laurent Dinh, Melanie Ducoffe, Vincent Dumoulin, Samira Ebrahimi Kahou, Dumitru Erhan, Ziye Fan, Orhan Firat, Mathieu Germain, Xavier Glorot, Ian J. Goodfellow, Matthew Graham, Çaglar Gülçehre, Philippe Hamel, Iban Harlouchet, Jean-Philippe Heng, Balázs Hidasi, Sina Honari, Arjun Jain, Sébastien Jean, Kai Jia, Mikhail Korobov, Vivek Kulkarni, Alex Lamb, Pascal Lamblin, Eric Larsen, César Laurent, Sean Lee, Simon Lefrançois, Simon Lemieux, Nicholas Léonard, Zhouhan Lin, Jesse A. Livezey, Cory Lorenz, Jeremiah Lowin, Qianli Ma, Pierre-Antoine Manzagol, Olivier Mastropietro, Robert McGibbon, Roland Memisevic, Bart van Merriënboer, Vincent Michalski, Mehdi Mirza, Alberto Orlandi, Christopher Joseph Pal, Razvan Pascanu, Mohammad Pezeshki, Colin Raffel, Daniel Renshaw, Matthew Rocklin, Adriana Romero, Markus Roth, Peter Sadowski, John Salvatier, François Savard, Jan Schlüter, John Schulman, Gabriel Schwartz, Iulian Vlad Serban, Dmitriy Serdyuk, Samira Shabanian, Étienne Simon, Sigurd Spieckermann, S. Ramana Subramanyam, Jakub Sygnowski, Jérémie Tanguay, Gijs van Tulder, Joseph P. Turian, Sebastian Urban, Pascal Vincent, Francesco Visin, Harm de Vries, David Warde-Farley, Dustin J. Webb, Matthew Willson, Kelvin Xu, Lijun Xue, Li Yao, Saizheng Zhang, Ying Zhang
2013 conf
CIG
Eric Thibodeau-Laufer, Raul Chandias Ferrari, Li Yao, Olivier Delalleau, Yoshua Bengio
2012 J jnl
IEEE Trans. Comput. Intell. AI Games
Olivier Delalleau, Emile Contal, Eric Thibodeau-Laufer, Raul Chandias Ferrari, Yoshua Bengio, Frank Zhang
2012 J jnl
Comput. Intell.
Yoshua Bengio, Nicolas Chapados, Olivier Delalleau, Hugo Larochelle, Xavier Saint-Mleux, Christian Hudon, Jérôme Louradour
2012 J jnl
CoRR
Olivier Delalleau, Aaron C. Courville, Yoshua Bengio
2011 B conf
ALT
Yoshua Bengio, Olivier Delalleau
2011 B conf
Discovery Science
Yoshua Bengio, Olivier Delalleau
2011 conf
NIPS
Olivier Delalleau, Yoshua Bengio
2010 J jnl
Comput. Intell.
Yoshua Bengio, Olivier Delalleau, Clarence Simard
2010 A conf
AISTATS
Guillaume Desjardins, Aaron C. Courville, Yoshua Bengio, Pascal Vincent, Olivier Delalleau
2009 J jnl
Neural Comput.
Yoshua Bengio, Olivier Delalleau
2006 ch.
Semi-Supervised Learning
Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux
2006 ch.
Semi-Supervised Learning
Olivier Delalleau, Yoshua Bengio, Nicolas Le Roux
2006 ch.
Feature Extraction
Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux, Jean-François Paiement, Pascal Vincent, Marie Ouimet
2005 conf
NIPS
Yoshua Bengio, Nicolas Le Roux, Pascal Vincent, Olivier Delalleau, Patrice Marcotte
2005 A conf
AISTATS
Olivier Delalleau, Yoshua Bengio, Nicolas Le Roux
2005 conf
NIPS
Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux
2004 J jnl
Neural Comput.
Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux, Jean-François Paiement, Pascal Vincent, Marie Ouimet
2004 J jnl
J. Comput. Aided Mol. Des.
Pierre-Jean L'Heureux, Julie Carreau, Yoshua Bengio, Olivier Delalleau, Shi Yi Yue
2003 conf
NIPS
Yoshua Bengio, Jean-François Paiement, Pascal Vincent, Olivier Delalleau, Nicolas Le Roux, Marie Ouimet
tests/unit/test_apk_process_method.py
← Index tests/unit/test_apk_process_method.py python
"""Mock-based tests for APKCodeAnalyzer._process_method and androguard integration.

Tests the boundary between our code and androguard objects, covering:
- xref extraction (get_xref_from / get_xref_to) for both 4.x and 3.x APIs
- external method skipping
- library method filtering
- smali lookup and androguard fallback disassembly
- deduplication of content hashes
- full output population (all result dict keys)
- minimum instruction filtering
"""
from dataclasses import dataclass
from typing import List
from unittest.mock import MagicMock, Mock, patch, PropertyMock

import pytest

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


# ---------------------------------------------------------------------------
# Helpers: build mock androguard objects
# ---------------------------------------------------------------------------

SAMPLE_SMALI_BODY = """\
.locals 2
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/example/Foo;->bar(I)V
iget-object v1, p0, Lcom/example/Foo;->name:Ljava/lang/String;
add-int v0, v0, v1
return-void
"""

SAMPLE_JAVA_SOURCE = """\
public void doStuff() {
    int x = 0;
    bar(x);
    String n = this.name;
    x = x + n;
}
"""


def _make_encoded_method(
    class_name="Lcom/example/Foo;",
    method_name="doStuff",
    descriptor="()V",
    code=None,
):
    """Create a mock EncodedMethod."""
    enc = MagicMock()
    enc.get_class_name.return_value = class_name
    enc.get_name.return_value = method_name
    enc.get_descriptor.return_value = descriptor
    enc.get_code.return_value = code
    return enc


def _make_xref_entry_4x(class_name, method_name, offset=0):
    """Create a mock xref tuple in androguard 4.x format.

    4.x: (ClassAnalysis, MethodAnalysis, offset)
    MethodAnalysis has .get_method() returning the EncodedMethod.
    """
    ref_class = MagicMock()
    ref_method = MagicMock()
    inner_enc = MagicMock()
    inner_enc.get_class_name.return_value = class_name
    inner_enc.get_name.return_value = method_name
    ref_method.get_method.return_value = inner_enc
    # Remove direct get_class_name/get_name to simulate 4.x behavior
    del ref_method.get_class_name
    del ref_method.get_name
    return (ref_class, ref_method, offset)


def _make_xref_entry_3x(class_name, method_name, offset=0):
    """Create a mock xref tuple in androguard 3.x format.

    3.x: (ClassAnalysis, EncodedMethod, offset)
    EncodedMethod has .get_class_name() and .get_name() directly.
    """
    ref_class = MagicMock()
    ref_method = MagicMock(spec=[
        "get_class_name", "get_name",
    ])
    ref_method.get_class_name.return_value = class_name
    ref_method.get_name.return_value = method_name
    return (ref_class, ref_method, offset)


def _make_method_analysis(
    encoded=None,
    is_external=False,
    xref_from=None,
    xref_to=None,
):
    """Create a mock MethodAnalysis."""
    method = MagicMock()
    method.is_external.return_value = is_external
    method.get_method.return_value = encoded or _make_encoded_method()
    method.get_xref_from.return_value = xref_from or []
    method.get_xref_to.return_value = xref_to or []
    return method


def _make_analyzer(min_instructions=1):
    """Create an APKCodeAnalyzer with mocked dependencies."""
    with patch(
        "redb.extractors.decompiler.apk.analyzer.JADXDecompiler"
    ), patch(
        "redb.extractors.decompiler.apk.analyzer.ApktoolDisassembler"
    ):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer
        analyzer = APKCodeAnalyzer("/fake/path.apk")
        analyzer.min_instructions = min_instructions
        analyzer.library_filter = MagicMock()
        analyzer.library_filter.is_library.return_value = False
        return analyzer


def _empty_results():
    """Create a fresh empty results dict."""
    return {
        "decompiled_content": [],
        "decompiled_refs": [],
        "smali_content": [],
        "smali_refs": [],
        "similarity_metrics": [],
        "cfg": [],
        "analysis_errors": [],
    }


def _make_smali_method(body=SAMPLE_SMALI_BODY, instruction_count=5):
    """Create a mock SmaliMethod."""
    m = MagicMock()
    m.body = body
    m.instruction_count = instruction_count
    m.register_count = 2
    return m


# ---------------------------------------------------------------------------
# Tests: xref extraction
# ---------------------------------------------------------------------------

class TestXrefExtraction:
    """Tests that xrefs are correctly extracted from androguard objects."""

    def test_xref_from_androguard_4x(self):
        """4.x: ref_method.get_method().get_class_name() path."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        xref_from = [
            _make_xref_entry_4x("Lcom/example/Caller;", "init", 42),
            _make_xref_entry_4x("Lcom/example/Other;", "run", 100),
        ]
        method = _make_method_analysis(xref_from=xref_from)

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        assert len(results["decompiled_refs"]) == 1
        ref = results["decompiled_refs"][0]
        assert ref["functions_caller"] == [
            "Lcom/example/Caller;->init",
            "Lcom/example/Other;->run",
        ]

    def test_xref_to_androguard_4x(self):
        """4.x: callees extracted via get_method() unwrap."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        xref_to = [
            _make_xref_entry_4x("Lcom/example/Dep;", "calculate", 10),
        ]
        method = _make_method_analysis(xref_to=xref_to)

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        ref = results["decompiled_refs"][0]
        assert ref["functions_call"] == ["Lcom/example/Dep;->calculate"]

    def test_xref_from_androguard_3x_fallback(self):
        """3.x: ref_method.get_class_name() direct access fallback."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        xref_from = [
            _make_xref_entry_3x("Lcom/example/OldCaller;", "legacy"),
        ]
        method = _make_method_analysis(xref_from=xref_from)

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        ref = results["decompiled_refs"][0]
        assert ref["functions_caller"] == ["Lcom/example/OldCaller;->legacy"]

    def test_xref_to_androguard_3x_fallback(self):
        """3.x: callees via direct access fallback."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        xref_to = [
            _make_xref_entry_3x("Lcom/example/OldDep;", "compute"),
        ]
        method = _make_method_analysis(xref_to=xref_to)

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        ref = results["decompiled_refs"][0]
        assert ref["functions_call"] == ["Lcom/example/OldDep;->compute"]

    def test_empty_xrefs(self):
        """No xrefs produces empty lists, not None."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        method = _make_method_analysis()
        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        ref = results["decompiled_refs"][0]
        assert ref["functions_caller"] == []
        assert ref["functions_call"] == []

    def test_xref_exception_does_not_crash(self):
        """If get_xref_from() itself throws, method still processes."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        method = _make_method_analysis()
        method.get_xref_from.side_effect = RuntimeError("xref table corrupt")
        method.get_xref_to.side_effect = RuntimeError("xref table corrupt")

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        # Method should still be processed with empty xrefs
        assert len(results["smali_refs"]) == 1
        ref = results["decompiled_refs"][0]
        assert ref["functions_caller"] == []
        assert ref["functions_call"] == []

    def test_multiple_xrefs(self):
        """Multiple callers and callees are all captured."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        xref_from = [
            _make_xref_entry_4x("Lcom/A;", "a1"),
            _make_xref_entry_4x("Lcom/B;", "b1"),
            _make_xref_entry_4x("Lcom/C;", "c1"),
        ]
        xref_to = [
            _make_xref_entry_4x("Lcom/D;", "d1"),
            _make_xref_entry_4x("Lcom/E;", "e1"),
        ]
        method = _make_method_analysis(xref_from=xref_from, xref_to=xref_to)

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )

        ref = results["decompiled_refs"][0]
        assert len(ref["functions_caller"]) == 3
        assert len(ref["functions_call"]) == 2


# ---------------------------------------------------------------------------
# Tests: method filtering and skipping
# ---------------------------------------------------------------------------

class TestMethodFiltering:
    """Tests for external/library/min-instruction filtering."""

    def test_external_method_skipped(self):
        """External methods (no code body) produce no output."""
        analyzer = _make_analyzer()
        results = _empty_results()

        method = _make_method_analysis(is_external=True)

        analyzer._process_method(
            method, {}, {}, results, set(), set(),
        )

        assert all(len(v) == 0 for v in results.values())

    def test_library_method_skipped(self):
        """Library methods produce no output."""
        analyzer = _make_analyzer()
        analyzer.library_filter.is_library.return_value = True
        results = _empty_results()

        method = _make_method_analysis()

        analyzer._process_method(
            method, {}, {}, results, set(), set(),
        )

        assert all(len(v) == 0 for v in results.values())

    def test_min_instruction_filter(self):
        """Methods below min_instructions threshold are skipped."""
        analyzer = _make_analyzer(min_instructions=10)
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        method = _make_method_analysis()
        # Only 3 instructions — below threshold of 10
        smali_methods = {method_key: _make_smali_method(instruction_count=3)}

        analyzer._process_method(
            method, smali_methods, {}, results, set(), set(),
        )

        assert all(len(v) == 0 for v in results.values())

    def test_method_above_min_instructions_processed(self):
        """Methods at or above threshold are processed."""
        analyzer = _make_analyzer(min_instructions=5)
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        method = _make_method_analysis()
        smali_methods = {method_key: _make_smali_method(instruction_count=5)}

        analyzer._process_method(
            method, smali_methods, {}, results, set(), set(),
        )

        assert len(results["smali_content"]) == 1
        assert len(results["smali_refs"]) == 1


# ---------------------------------------------------------------------------
# Tests: smali body lookup and androguard fallback
# ---------------------------------------------------------------------------

class TestSmaliLookup:
    """Tests for smali body lookup from apktool and androguard fallback."""

    def test_apktool_smali_used_when_available(self):
        """When apktool smali is available, it's used."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        method = _make_method_analysis()
        smali_methods = {method_key: _make_smali_method()}

        analyzer._process_method(
            method, smali_methods, {}, results, set(), set(),
        )

        assert len(results["smali_content"]) == 1
        assert results["smali_content"][0]["smali_method"] == SAMPLE_SMALI_BODY

    def test_androguard_fallback_when_no_apktool(self):
        """When apktool smali is missing, _disassemble_with_androguard is used."""
        analyzer = _make_analyzer()
        results = _empty_results()

        # Create encoded method with code
        instruction1 = MagicMock()
        instruction1.get_name.return_value = "const/4"
        instruction1.get_output.return_value = "v0, 0x0"
        instruction2 = MagicMock()
        instruction2.get_name.return_value = "invoke-virtual"
        instruction2.get_output.return_value = "v0, Lcom/Foo;->bar()V"
        instruction3 = MagicMock()
        instruction3.get_name.return_value = "add-int"
        instruction3.get_output.return_value = "v0, v1, v2"
        instruction4 = MagicMock()
        instruction4.get_name.return_value = "sub-int"
        instruction4.get_output.return_value = "v3, v0, v1"
        instruction5 = MagicMock()
        instruction5.get_name.return_value = "return-void"
        instruction5.get_output.return_value = ""

        code = MagicMock()
        code.get_registers_size.return_value = 4
        bytecode = MagicMock()
        bytecode.get_instructions.return_value = [
            instruction1, instruction2, instruction3, instruction4, instruction5,
        ]
        code.get_bc.return_value = bytecode

        encoded = _make_encoded_method(code=code)
        method = _make_method_analysis(encoded=encoded)

        # Empty smali_methods — forces androguard fallback
        analyzer._process_method(
            method, {}, {}, results, set(), set(),
        )

        assert len(results["smali_content"]) == 1
        body = results["smali_content"][0]["smali_method"]
        assert "const/4" in body
        assert "return-void" in body

    def test_androguard_fallback_no_code(self):
        """When encoded method has no code, method is skipped."""
        analyzer = _make_analyzer()
        results = _empty_results()

        encoded = _make_encoded_method(code=None)
        method = _make_method_analysis(encoded=encoded)

        analyzer._process_method(
            method, {}, {}, results, set(), set(),
        )

        assert all(len(v) == 0 for v in results.values())

    def test_androguard_fallback_bytecode_exception(self):
        """When bytecode iteration throws, method is skipped gracefully."""
        analyzer = _make_analyzer()
        results = _empty_results()

        code = MagicMock()
        code.get_registers_size.return_value = 2
        bytecode = MagicMock()
        bytecode.get_instructions.side_effect = RuntimeError("bad bytecode")
        code.get_bc.return_value = bytecode

        encoded = _make_encoded_method(code=code)
        method = _make_method_analysis(encoded=encoded)

        analyzer._process_method(
            method, {}, {}, results, set(), set(),
        )

        # Should not crash, but no content produced
        assert len(results["smali_content"]) == 0


# ---------------------------------------------------------------------------
# Tests: output population and deduplication
# ---------------------------------------------------------------------------

class TestOutputPopulation:
    """Tests that all result dict keys are correctly populated."""

    def _process_standard_method(self, with_java=True):
        """Helper: process a standard method and return results."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"

        xref_from = [_make_xref_entry_4x("Lcom/Caller;", "call")]
        xref_to = [_make_xref_entry_4x("Lcom/Dep;", "dep")]
        method = _make_method_analysis(
            xref_from=xref_from, xref_to=xref_to
        )

        smali_methods = {method_key: _make_smali_method()}
        java_methods = {}
        if with_java:
            java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, set(), set(),
        )
        return results

    def test_smali_content_populated(self):
        results = self._process_standard_method()
        assert len(results["smali_content"]) == 1
        entry = results["smali_content"][0]
        assert "smali_method_hash" in entry
        assert entry["smali_method"] == SAMPLE_SMALI_BODY
        assert entry["smali_method_type"] == "USER"
        assert entry["smali_instructions_count"] == 5
        assert isinstance(entry["smali_has_string_encryption"], bool)
        assert isinstance(entry["smali_has_reflection_calls"], bool)
        assert isinstance(entry["smali_excessive_goto_count"], bool)

    def test_smali_refs_populated(self):
        results = self._process_standard_method()
        assert len(results["smali_refs"]) == 1
        ref = results["smali_refs"][0]
        assert "smali_method_hash" in ref
        assert ref["smali_class_name"] == "com.example.Foo"
        assert ref["smali_method_name"] == "doStuff"
        assert ref["smali_method_signature"] == "()V"

    def test_decompiled_content_populated_with_java(self):
        results = self._process_standard_method(with_java=True)
        assert len(results["decompiled_content"]) == 1
        entry = results["decompiled_content"][0]
        assert "decompiled_method_hash" in entry
        assert entry["decompiled_method"] == SAMPLE_JAVA_SOURCE

    def test_decompiled_refs_populated_with_java(self):
        results = self._process_standard_method(with_java=True)
        assert len(results["decompiled_refs"]) == 1
        ref = results["decompiled_refs"][0]
        assert "decompiled_method_hash" in ref
        assert "smali_method_hash" in ref
        assert ref["decompiled_class_name"] == "com.example.Foo"
        assert ref["decompiled_method_name"] == "doStuff"
        assert "decompiled_method_prototype" in ref
        assert ref["functions_caller"] == ["Lcom/Caller;->call"]
        assert ref["functions_call"] == ["Lcom/Dep;->dep"]

    def test_no_decompiled_without_java(self):
        results = self._process_standard_method(with_java=False)
        assert len(results["decompiled_content"]) == 0
        assert len(results["decompiled_refs"]) == 0
        # Smali should still be there
        assert len(results["smali_content"]) == 1

    def test_similarity_metrics_populated(self):
        results = self._process_standard_method()
        assert len(results["similarity_metrics"]) == 1
        sim = results["similarity_metrics"][0]
        assert "smali_method_hash" in sim
        assert "cyclomatic_complexity" in sim
        assert "minhash" in sim
        assert isinstance(sim["minhash"], list)
        # block_count moved to cfg table
        assert "block_count" not in sim

    def test_cfg_entry_populated(self):
        results = self._process_standard_method()
        assert len(results["cfg"]) == 1
        cfg = results["cfg"][0]
        assert "smali_method_hash" in cfg
        assert "block_count" in cfg
        assert "cfg_topology_hash" in cfg
        assert "prime_product_smali" in cfg
        assert "wl_minhash" in cfg
        assert "bb_features" in cfg
        assert isinstance(cfg["bb_features"], list)
        for feat in cfg["bb_features"]:
            assert len(feat) == 8

    def test_smali_deduplication(self):
        """Same smali body processed twice produces one content entry."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"
        seen_smali = set()

        method = _make_method_analysis()
        smali_methods = {method_key: _make_smali_method()}

        # Process same method twice
        analyzer._process_method(
            method, smali_methods, {}, results, set(), seen_smali,
        )
        analyzer._process_method(
            method, smali_methods, {}, results, set(), seen_smali,
        )

        # Content deduplicated, but refs are per-call
        assert len(results["smali_content"]) == 1
        assert len(results["smali_refs"]) == 2

    def test_decompiled_deduplication(self):
        """Same Java source processed twice produces one content entry."""
        analyzer = _make_analyzer()
        results = _empty_results()
        method_key = "Lcom/example/Foo;->doStuff()V"
        seen_decompiled = set()
        seen_smali = set()

        method = _make_method_analysis()
        smali_methods = {method_key: _make_smali_method()}
        java_methods = {"com.example.Foo.doStuff": SAMPLE_JAVA_SOURCE}

        analyzer._process_method(
            method, smali_methods, java_methods,
            results, seen_decompiled, seen_smali,
        )
        analyzer._process_method(
            method, smali_methods, java_methods,
            results, seen_decompiled, seen_smali,
        )

        assert len(results["decompiled_content"]) == 1
        assert len(results["decompiled_refs"]) == 2


# ---------------------------------------------------------------------------
# Tests: _disassemble_with_androguard
# ---------------------------------------------------------------------------

class TestDisassembleWithAndroguard:
    """Tests for the androguard bytecode disassembly fallback."""

    def test_no_code_returns_none(self):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer
        encoded = _make_encoded_method(code=None)
        body, count, regs = APKCodeAnalyzer._disassemble_with_androguard(encoded)
        assert body is None
        assert count == 0
        assert regs == 0

    def test_no_bytecode_returns_none(self):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer
        code = MagicMock()
        code.get_registers_size.return_value = 3
        code.get_bc.return_value = None
        encoded = _make_encoded_method(code=code)

        body, count, regs = APKCodeAnalyzer._disassemble_with_androguard(encoded)
        assert body is None
        assert count == 0
        assert regs == 3

    def test_basic_disassembly(self):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer

        instructions = []
        for name, output in [
            ("const/4", "v0, 0x0"),
            ("invoke-virtual", "v0, Lcom/Foo;->bar()V"),
            ("return-void", ""),
        ]:
            instr = MagicMock()
            instr.get_name.return_value = name
            instr.get_output.return_value = output
            instructions.append(instr)

        code = MagicMock()
        code.get_registers_size.return_value = 2
        bytecode = MagicMock()
        bytecode.get_instructions.return_value = instructions
        code.get_bc.return_value = bytecode

        encoded = _make_encoded_method(code=code)
        body, count, regs = APKCodeAnalyzer._disassemble_with_androguard(encoded)

        assert body is not None
        assert count == 3
        assert regs == 2
        assert "const/4" in body
        assert "return-void" in body

    def test_invoke_operands_normalized(self):
        """Androguard invoke output gets braces added around registers."""
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer

        instr = MagicMock()
        instr.get_name.return_value = "invoke-virtual"
        # Androguard format: no braces
        instr.get_output.return_value = "v0, v1, Lcom/Foo;->bar(I)V"

        code = MagicMock()
        code.get_registers_size.return_value = 2
        bytecode = MagicMock()
        bytecode.get_instructions.return_value = [instr]
        code.get_bc.return_value = bytecode

        encoded = _make_encoded_method(code=code)
        body, count, regs = APKCodeAnalyzer._disassemble_with_androguard(encoded)

        # Should be normalized to apktool format with braces
        assert "{v0, v1}" in body

    def test_bytecode_exception_returns_none(self):
        from redb.extractors.decompiler.apk.analyzer import APKCodeAnalyzer

        code = MagicMock()
        code.get_registers_size.return_value = 2
        bytecode = MagicMock()
        bytecode.get_instructions.side_effect = RuntimeError("corrupt")
        code.get_bc.return_value = bytecode

        encoded = _make_encoded_method(code=code)
        body, count, regs = APKCodeAnalyzer._disassemble_with_androguard(encoded)

        assert body is None
        assert regs == 2