Xiaohong Su

102 papers A* 1A 5B 2C 8Journal 65Unranked 21
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans. Software Eng.
Yuan Jiang, Shan Huang, Christoph Treude, Xiaohong Su, Tiantian Wang
2025 A* conf
ASE
Yuan Jiang, Zehao Li, Shan Huang, Christoph Treude, Xiaohong Su, Tiantian Wang
2025 J jnl
CoRR
Yuan Jiang, Zehao Li, Shan Huang, Christoph Treude, Xiaohong Su, Tiantian Wang
2025 J jnl
IEEE Trans. Software Eng.
Yuan Jiang, Zhichen Qu, Christoph Treude, Xiaohong Su, Tiantian Wang
2025 J jnl
CoRR
Yuan Jiang, Yujian Zhang, Liang Lu, Christoph Treude, Xiaohong Su, Shan Huang, Tiantian Wang
2025 J jnl
Data
Hyeongbok Kim, Eunbi Kim, Sanghoon Ahn, Beomjin Kim, Sung Jin Kim, Tae Kyung Sung, Lingling Zhao, Xiaohong Su, Gilmu Dong
2025 J jnl
Autom. Softw. Eng.
Hongwei Wei, Xiaohong Su, Weining Zheng, Wenxing Tao, Hailong Yu, Yuqian Kuang
2025 J jnl
CoRR
Xiaocheng Zhang, Zhuangzhuang Ye, Guoping Zhao, Jianing Wang, Xiaohong Su
2025 J jnl
Knowl. Based Syst.
Wenxin Tao, Xiaohong Su, Yekun Ke, Yi Han, Yu Zheng, Hongwei Wei
2025 J jnl
Comput. Secur.
Weining Zheng, Xiaohong Su, Yuan Jiang, Hongwei Wei, Wenxin Tao
2025 A conf
MODELS
Peihao Yang, Tiantian Wang, Ming Yang, Xiaohong Su
2024 J jnl
CoRR
Xiaocheng Zhang, Xi Wang, Yifei Lu, Zhuangzhuang Ye, Jianing Wang, Mengjiao Bao, Peng Yan, Xiaohong Su
2024 J jnl
Multim. Tools Appl.
Hyeongbok Kim, Lingling Zhao, Zhiqi Pang, Xiaohong Su, Jin Suk Lee
2024 conf
LREC/COLING
Xiaocheng Zhang, Chang Wang, Guoping Zhao, Xiaohong Su
2024 J jnl
Comput. Secur.
Weining Zheng, Xiaohong Su, Hongwei Wei, Wenxin Tao
2024 J jnl
CoRR
Yuan Jiang, Yujian Zhang, Xiaohong Su, Christoph Treude, Tiantian Wang
2024 J jnl
IEEE Trans. Software Eng.
Yuan Jiang, Yujian Zhang, Xiaohong Su, Christoph Treude, Tiantian Wang
2023 conf
ICANN (4)
Ziyue Wei, Weining Zheng, Xiaohong Su, Wenxin Tao, Tiantian Wang
2023 J jnl
ACM Trans. Softw. Eng. Methodol.
Hongwei Wei, Xiaohong Su, Cuiyun Gao, Weining Zheng, Wenxin Tao
2023 A conf
SANER
Hongwei Wei, Xiaohong Su, Weining Zheng, Wenxin Tao
2023 J jnl
J. Syst. Softw.
Yuan Jiang, Xiaohong Su, Christoph Treude, Chao Shang, Tiantian Wang
2023 J jnl
IEEE Trans. Reliab.
Shiyi Qi, Yaoxian Li, Cuiyun Gao, Xiaohong Su, Shuzheng Gao, Zibin Zheng, Chuanyi Liu
2023 J jnl
Multim. Tools Appl.
Hyeongbok Kim, Zhiqi Pang, Lingling Zhao, Xiaohong Su, Jin Suk Lee
2023 J jnl
Comput. Secur.
Wenxin Tao, Xiaohong Su, Jiayuan Wan, Hongwei Wei, Weining Zheng
2022 J jnl
CoRR
Shiyi Qi, Yaoxian Li, Cuiyun Gao, Xiaohong Su, Shuzheng Gao, Zibin Zheng, Chuanyi Liu
2022 J jnl
Int. J. Softw. Eng. Knowl. Eng.
Dan Gong, Tiantian Wang, Xiaohong Su, Yanhang Zhang
2022 J jnl
Future Gener. Comput. Syst.
Tiantian Wang, Hailong Yu, Kechao Wang, Xiaohong Su
2022 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Dan Gong, Tiantian Wang, Xiaohong Su
2022 J jnl
J. Syst. Softw.
Yuan Jiang, Xiaohong Su, Christoph Treude, Tiantian Wang
2021 A conf
ISSRE
Weining Zheng, Yuan Jiang, Xiaohong Su
2021 J jnl
CoRR
Weining Zheng, Yuan Jiang, Xiaohong Su
2020 J jnl
Int. J. Data Warehous. Min.
Tiantian Wang, Kechao Wang, Xiaohong Su, Lin Liu
2020 J jnl
J. Cloud Comput.
Tiantian Wang, Kechao Wang, Xiaohong Su
2020 J jnl
IEEE Access
Fanlong Zhang, Siau-Cheng Khoo, Xiaohong Su
2020 J jnl
Inf. Softw. Technol.
Yuan Jiang, Pengcheng Lu, Xiaohong Su, Tiantian Wang
2019 J jnl
Multim. Tools Appl.
Tiantian Wang, Jiahuan Xu, Xiaohong Su, ChenShi Li, Yang Chi
2019 J jnl
Future Gener. Comput. Syst.
Tiantian Wang, Kechao Wang, Xiaohong Su, Lei Zhang
2019 J jnl
Circuits Syst. Signal Process.
Junjie Wang, Lingling Zhao, Xiaohong Su
2019 J jnl
Clust. Comput.
Fanqi Meng, Xiaohong Su
2018 J jnl
Int. J. Softw. Eng. Knowl. Eng.
CholMyong Pak, Tiantian Wang, Xiaohong Su
2018 J jnl
J. Sensors
Junjie Wang, Lingling Zhao, Xiaohong Su
2018 conf
ICCAIS
Junjie Wang, Lingling Zhao, Xiaohong Su, Chunmei Shi
2018 J jnl
J. Inf. Hiding Multim. Signal Process.
Zhixiang Tong, Xiaohong Su, Xiao Ding, Jiaxin Lin
2018 J jnl
Computing
Kechao Wang, Tiantian Wang, Xiaohong Su
2018 C conf
BIBE
Chunmei Shi, Junjie Wang, Lingling Zhao, Xiaohong Su, Guangshun Jiang
2017 conf
ICSEB
Syed Rizwan, Tiantian Wang, Xiaohong Su, Salahuddin
2017 J jnl
Int. J. High Perform. Comput. Netw.
Zhen Yu, Zhen Yang, Xiaohong Su, Peijun Ma
2017 J jnl
Wirel. Commun. Mob. Comput.
Zhixiang Tong, Xiaohong Su, Longzhu Cen, Tiantian Wang
2017 J jnl
Int. J. Mach. Learn. Cybern.
Ming Zhao, Lingling Zhao, Xiaohong Su, Peijun Ma, Yan-hang Zhang
2017 J jnl
Microelectron. Reliab.
Xiaohong Su, Shuai Wang, Michael G. Pecht, Lingling Zhao, Zhe Ye
2017 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Fanqi Meng, Xiaohong Su, Zhaoyang Qu
2017 J jnl
Int. J. Mach. Learn. Cybern.
Naifeng Wen, Xiaohong Su, Peijun Ma, Lingling Zhao, Yan-hang Zhang
2017 J jnl
J. Syst. Softw.
Fanlong Zhang, Siau-Cheng Khoo, Xiaohong Su
2016 B conf
PRICAI
Xiaohong Su, Ming Zhao, Ling-Ling Zhao, Yan-hang Zhang
2016 conf
ICPHM
Li Yang, Lingling Zhao, Xiaohong Su, Shuai Wang
2016 conf
ISSPIT
Rui Sun, Lingling Zhao, Xiaohong Su
2016 J jnl
EURASIP J. Adv. Signal Process.
Junjie Wang, Lingling Zhao, Xiaohong Su, Chunmei Shi, Jiquan Ma
2016 J jnl
Clust. Comput.
Fanqi Meng, Xiaohong Su, Zhaoyang Qu
2016 C conf
FIE
Xiaohong Su, Jing Qiu, Tiantian Wang, Lingling Zhao
2016 A conf
ISSRE
Fanlong Zhang, Siau-Cheng Khoo, Xiaohong Su
2016 C conf
SNPD
Zhen Yang, Zhen Yu, Xiaohong Su, Peijun Ma
2016 J jnl
Int. J. High Perform. Syst. Archit.
Zhen Yu, Xiaohong Su, Peijun Ma
2016 J jnl
IEEE Trans. Software Eng.
Jing Qiu, Xiaohong Su, Peijun Ma
2015 conf
ICPHM
Zhe Ye, Lingling Zhao, Zhuo Wang, Peijun Ma, Xiaohong Su, Long Pang, Michael G. Pecht
2015 conf
ICPHM
Peijun Ma, Shuai Wang, Lingling Zhao, Michael G. Pecht, Xiaohong Su, Zhe Ye
2015 conf
ICCAIS
Junjie Wang, Lingling Zhao, Xiaohong Su, Rui Sun, Jiquan Ma
2015 J jnl
CoRR
Junjie Wang, Lingling Zhao, Xiaohong Su, Peijun Ma
2015 conf
CODASPY
Jing Qiu, Babak Yadegari, Brian Johannesmeyer, Saumya Debray, Xiaohong Su
2015 J jnl
J. Softw. Evol. Process.
Jing Qiu, Xiaohong Su, Peijun Ma
2015 C conf
FIE
Lingling Zhao, Xiaohong Su, Tiantian Wang, Yongfeng Yuan
2015 conf
BIOSIGNALS
Lingling Zhao, Yingjun Zhang, Peijun Ma, Xiaohong Su, Chunmei Shi
2015 A conf
SANER
Jing Qiu, Xiaohong Su, Peijun Ma
2015 C conf
FIE
Xiaohong Su, Tiantian Wang, Jing Qiu, Lingling Zhao
2015 B conf
ICIP
Yi Zhou, Xiaoming Liu, Jidong Suo, Chang Liu, Xiaohong Su, Limei Liu
2015 J jnl
Inf. Softw. Technol.
Dandan Gong, Xiaohong Su, Tiantian Wang, Peijun Ma, Wang Yu
2014 conf
PPREW@ACSAC
Jing Qiu, Babak Yadegari, Brian Johannesmeyer, Saumya Debray, Xiaohong Su
2014 J jnl
Int. J. Mach. Learn. Cybern.
Wei Pan, Peijun Ma, Qinghua Hu, Xiaohong Su, Chaoqi Ma
2014 J jnl
J. Syst. Softw.
Yixin Bian, Günes Koru, Xiaohong Su, Peijun Ma
2014 J jnl
Frontiers Comput. Sci.
Tiantian Wang, Kechao Wang, Xiaohong Su, Peijun Ma
2014 C conf
BIBE
Chunmei Shi, Lingling Zhao, Peijun Ma, Xiaohong Su, Junjie Wang, Chiping Zhang
2013 conf
IAIT
Lingling Zhao, Xianglei Dong, Peijun Ma, Xiaohong Su, Chunmei Shi
2013 J jnl
Comput. Lang. Syst. Struct.
Dandan Gong, Tiantian Wang, Xiaohong Su, Peijun Ma
2013 J jnl
J. Softw.
Yong Guo, Peijun Ma, Xiaohong Su
2013 J jnl
Knowl. Based Syst.
Wei Pan, Qinghua Hu, Peijun Ma, Xiaohong Su
2013 J jnl
J. Syst. Softw.
Yixin Bian, Günes Koru, Xiaohong Su, Peijun Ma
2012 conf
ICONIP (3)
Zhenwei Lu, Lingling Zhao, Xiaohong Su, Peijun Ma
2012 conf
RSCTC
Wei Pan, Peijun Ma, Xiaohong Su
2012 J jnl
J. Vis. Commun. Image Represent.
Peng Li, Peijun Ma, Xiaohong Su, Ching-Nung Yang
2012 J jnl
Comput. Methods Programs Biomed.
Guang Li, Yadong Wang, Xiaohong Su
2011 J jnl
Comput. Educ.
Tiantian Wang, Xiaohong Su, Peijun Ma, Yuying Wang, Kuanquan Wang
2011 conf
RSKT
Yong Du, Qinghua Hu, Peijun Ma, Xiaohong Su
2011 C conf
FUSION
Yingjun Zhang, Peijun Ma, Xiaohong Su, Chiping Zhang
2011 conf
ICONIP (3)
Li Xu, Peijun Ma, Xiaohong Su
2010 C conf
FUSION
Lingling Zhao, Peijun Ma, Xiaohong Su, Hongtao Zhang
2010 conf
FSKD
Xiaohong Su, Jidong Suo, Xiaoming Liu, Yingchun Wang
2010 J jnl
Comput. Inf. Sci.
Jiquan Ma, Peijun Ma, Xiaohong Su
2008 conf
ISCSCT (2)
Tiantian Wang, Xiaohong Su, Peijun Ma
2008 conf
CSSE (2)
Tiantian Wang, Xiaohong Su, Peijun Ma
2007 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Bo Yang, Xiaohong Su, Yadong Wang
2007 J jnl
Inf. Softw. Technol.
Tiantian Wang, Xiaohong Su, Yuying Wang, Peijun Ma
2006 J jnl
J. Comput. Res. Dev.
Bo Yang, Yadong Wang, Xiaohong Su, Xianglong Tang
2005 conf
ICNC (1)
Bo Yang, Yadong Wang, Xiaohong Su
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])