Hang Jin

26 papers Misc 2Journal 17Unranked 7
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Trans. Medical Imaging
Zhihao Xue, Fan Yang, Juan Gao, Zhuo Chen, Hao Peng, Chao Zou, Hang Jin, Chenxi Hu
2025 J jnl
CoRR
Hang Jin, Chenqiang Gao, Junjie Guo, Fangcen Liu, Kanghui Tian, Qinyao Chang
2025 J jnl
IEEE Access
Xiaolin Xie, Hang Jin, Heng Wang, Man Xu, Cheng Zhang, Xin Jin, Zhihong Zhang
2025 J jnl
CoRR
Mengxue Zhang, Qingrui Cai, Yinyin Chen, Hang Jin, Jianjun Zhou, Qiu Guo, Peijun Zhao, Zhiping Mao, Xingxing Zhang, Yuyu Xia, Xianwang Jiang, Qin Xu, Chunyan Xiong, Yirong Zhou, Chengyan Wang, Xiaobo Qu
2025 J jnl
IEEE Trans. Biomed. Eng.
Fan Yang, Zhihao Xue, Hongfei Lu, Jingjing Xu, Haiyang Chen, Zhuo Chen, Yixin Emu, Ahmed Aburas, Juan Gao, Chenhao Gao, Hang Jin, Shengxian Tu, Chenxi Hu
2024 J jnl
Sensors
Xiaolin Xie, Yibo Qin, Zhihong Zhang, Zixiang Yan, Hang Jin, Man Xu, Cheng Zhang
2024 J jnl
Intell. Serv. Robotics
Xiaolin Xie, Zixiang Yan, Zhihong Zhang, Yibo Qin, Hang Jin, Man Xu
2024 J jnl
IEEE Trans. Engineering Management
Yi Wu, Hang Jin, Xiaopan Wang, Na Liu
2024 J jnl
CoRR
Yirong Zhou, Chengyan Wang, Mengtian Lu, Kunyuan Guo, Zi Wang, Dan Ruan, Rui Guo, Peijun Zhao, Jianhua Wang, Naiming Wu, Jianzhong Lin, Yinyin Chen, Hang Jin, Lianxin Xie, Lilan Wu, Liuhong Zhu, Jianjun Zhou, Congbo Cai, He Wang, Xiaobo Qu
2024 J jnl
CoRR
Hang Jin, Xin He, Lingyun Wang, Yujun Zhu, Weiwei Jiang, Xiaobo Zhou
2021 J jnl
Expert Syst. Appl.
Junpeng Guo, Jiangzhou Deng, Xun Ran, Yong Wang, Hang Jin
2021 J jnl
IEEE Trans. Circuits Syst. I Regul. Pap.
Tuomin Tao, Hanzhi Ma, Quankun Chen, Zhe-Ming Gu, Hang Jin, Manareldeen Ahmed, Shurun Tan, Aili Wang, En-Xiao Liu, Erping Li
2021 conf
ICA3PP (3)
Hang Jin, Jiayue Liang, Fang Liu
2020 J jnl
Entropy
Xin Jin, Xintao Duan, Hang Jin, Yuanyuan Ma
2020 J jnl
Int. J. Simul. Process. Model.
Liangliang Sun, Yaqian Yu, Hang Jin, Li Zhang, Tingting An
2020 conf
ECCV (1)
Heming Zhu, Yu Cao, Hang Jin, Weikai Chen, Dong Du, Zhangye Wang, Shuguang Cui, Xiaoguang Han
2020 J jnl
CoRR
Heming Zhu, Yu Cao, Hang Jin, Weikai Chen, Dong Du, Zhangye Wang, Shuguang Cui, Xiaoguang Han
2019 J jnl
IEEE Access
Hang Jin, Hanzhi Ma, Mark D. Butala, En-Xiao Liu, Er-Ping Li
2018 conf
ICSCIB
Liangliang Sun, Haiqi Jia, Hang Jin, Ye Li, Junning Hu, Congxin Li
2018 J jnl
IEEE Robotics Autom. Lett.
Liangliang Sun, Hang Jin, Ye Li
2018 conf
SPML
Hang Jin, Jianhui Lin, Xieqi Chen
2017 conf
ICIA
Liangliang Sun, Hang Jin, Haiqi Jia, Junning Hu, Ye Li
2016 conf
ICIA
Liangliang Sun, Xuebin Liu, Hang Jin, Dongwei Zhang, Hui Huang
2012 conf
BMEI
Peng Dong, Xi-Zhen Wang, Jin Li, Hua-cheng Chen, Hang Jin
2009 Misc conf
DICTA
Yuee Liu, Zhengrong Li, Ross Hayward, Rodney A. Walker, Hang Jin
2009 Misc conf
DICTA
Hang Jin, Yanming Feng, Zhengrong Li
tests/unit/test_decompile_binja_extractor.py
← Index tests/unit/test_decompile_binja_extractor.py python
"""Unit tests for DecompileBinja (top-level extractor) and prepare_export_data."""
import hashlib
import json
import os
import sys
import pytest
from unittest.mock import MagicMock, patch, PropertyMock
from datetime import datetime

# Install binaryninja stubs
from tests.unit.conftest_binja_stubs import install_binja_stubs
install_binja_stubs()

from redb.extractors.enum import Tag


# ============================================================================
# 7a. DecompileBinja — methods that don't require a live Binary Ninja session
# ============================================================================


class TestDecompileBinjaCalculateMD5:
    def test_calculate_md5(self):
        """calculate_md5("test") returns expected MD5."""
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = object.__new__(DecompileBinja)
            obj.log = MagicMock()
            result = obj.calculate_md5("test")
            expected = hashlib.md5(b"test").hexdigest()
            assert result == expected


class TestDecompileBinjaTimeouts:
    def _make_extractor(self, env_vars=None):
        """Create a DecompileBinja with mocked Extractor.__init__."""
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            if env_vars:
                with patch.dict(os.environ, env_vars, clear=False):
                    obj = DecompileBinja.__new__(DecompileBinja)
                    obj.log = MagicMock()
                    obj.analysis_results = None
                    obj.binja_decompiler = None
                    obj.filetype = None
                    obj.goresym_data = None
                    obj.goresym_output_path = None
                    # Re-run timeout logic
                    try:
                        obj.BINJA_TIMEOUT = int(os.getenv("BINJA_TIMEOUT", "1200"))
                    except ValueError:
                        obj.BINJA_TIMEOUT = 1200
                    try:
                        obj.DECOMPILE_EXTRACTOR_TIMEOUT = int(
                            os.getenv("DECOMPILE_EXTRACTOR_TIMEOUT", "2580")
                        )
                    except ValueError:
                        obj.DECOMPILE_EXTRACTOR_TIMEOUT = 2580
                    return obj
            else:
                obj = DecompileBinja.__new__(DecompileBinja)
                obj.log = MagicMock()
                obj.analysis_results = None
                obj.binja_decompiler = None
                obj.filetype = None
                obj.goresym_data = None
                obj.goresym_output_path = None
                obj.BINJA_TIMEOUT = 1200
                obj.DECOMPILE_EXTRACTOR_TIMEOUT = 2580
                return obj

    def test_timeout_defaults(self):
        obj = self._make_extractor()
        assert obj.BINJA_TIMEOUT == 1200
        assert obj.DECOMPILE_EXTRACTOR_TIMEOUT == 2580

    def test_timeout_from_env(self):
        obj = self._make_extractor(env_vars={"BINJA_TIMEOUT": "600"})
        assert obj.BINJA_TIMEOUT == 600

    def test_timeout_invalid_env(self):
        obj = self._make_extractor(env_vars={"BINJA_TIMEOUT": "not_a_number"})
        assert obj.BINJA_TIMEOUT == 1200


class TestDecompileBinjaDotnet:
    def _make_extractor(self, filetype=None):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.filetype = filetype
            obj.filepath = "/tmp/fake.bin"
            obj.binary = b"\x00" * 100
            obj.hash = MagicMock()
            obj.hash.sha256 = "a" * 64
            return obj

    def test_is_dotnet_non_pe(self):
        obj = self._make_extractor(filetype="elf")
        assert obj.is_dotnet() is False

    def test_is_dotnet_pe_without_com(self):
        """PE without .NET COM descriptor -> False."""
        obj = self._make_extractor(filetype="pebin")
        # Mock magic to not have .Net
        with patch("redb.extractors.decompiler.DecompileBinja.magic") as mock_magic:
            mock_magic.from_buffer.return_value = "PE32 executable"
            with patch("redb.extractors.decompiler.DecompileBinja.pefile") as mock_pefile:
                mock_pe = MagicMock()
                entry = MagicMock()
                entry.name = "IMAGE_DIRECTORY_ENTRY_IMPORT"
                entry.Size = 100
                mock_pe.OPTIONAL_HEADER.DATA_DIRECTORY = [entry]
                mock_pefile.PE.return_value = mock_pe
                assert obj.is_dotnet() is False

    def test_is_dotnet_pe_with_com_descriptor(self):
        """PE with COM descriptor -> True."""
        obj = self._make_extractor(filetype="pebin")
        with patch("redb.extractors.decompiler.DecompileBinja.magic") as mock_magic:
            mock_magic.from_buffer.return_value = "PE32 executable"
            with patch("redb.extractors.decompiler.DecompileBinja.pefile") as mock_pefile:
                mock_pe = MagicMock()
                entry = MagicMock()
                entry.name = "IMAGE_DIRECTORY_ENTRY_COM_DESCRIPTOR"
                entry.Size = 72
                mock_pe.OPTIONAL_HEADER.DATA_DIRECTORY = [entry]
                mock_pefile.PE.return_value = mock_pe
                assert obj.is_dotnet() is True


class TestDecompileBinjaGolang:
    def _make_extractor(self, filetype=None):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.filetype = filetype
            obj.filepath = "/tmp/fake.bin"
            obj.hash = MagicMock()
            obj.hash.sha256 = "a" * 64
            return obj

    def test_is_golang_non_elf_pe(self):
        obj = self._make_extractor(filetype=None)
        assert obj.is_golang() is False

    def test_is_golang_elf_with_go_sections(self):
        """ELF with .gopclntab section -> True."""
        obj = self._make_extractor(filetype="elf")
        with patch("builtins.open", MagicMock()):
            with patch("redb.extractors.decompiler.DecompileBinja.ELFFile") as mock_elf_cls:
                mock_elf = MagicMock()
                sec1 = MagicMock()
                sec1.name = ".text"
                sec1.__getitem__ = lambda self, k: 0x2 if k == "sh_flags" else 0
                sec1.data.return_value = b""
                sec2 = MagicMock()
                sec2.name = ".gopclntab"
                sec2.__getitem__ = lambda self, k: 0x2 if k == "sh_flags" else 0
                sec2.data.return_value = b""
                mock_elf.iter_sections.return_value = [sec1, sec2]
                mock_elf_cls.return_value = mock_elf
                assert obj.is_golang() is True

    def test_is_golang_elf_without_go(self):
        obj = self._make_extractor(filetype="elf")
        with patch("builtins.open", MagicMock()):
            with patch("redb.extractors.decompiler.DecompileBinja.ELFFile") as mock_elf_cls:
                mock_elf = MagicMock()
                sec = MagicMock()
                sec.name = ".text"
                sec.__getitem__ = lambda self, k: 0x2 if k == "sh_flags" else 0
                sec.data.return_value = b"no go signatures here"
                mock_elf.iter_sections.return_value = [sec]
                mock_elf_cls.return_value = mock_elf
                assert obj.is_golang() is False


class TestDecompileBinjaTag:
    def test_tag_returns_decompiled(self):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            assert obj.tag() == Tag.DECOMPILED.value


class TestDecompileBinjaContextManager:
    def test_context_manager_protocol(self):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.binja_decompiler = None
            obj.goresym_output_path = None
            assert obj.__enter__() is obj
            # __exit__ calls cleanup_run
            obj.__exit__(None, None, None)

    def test_cleanup_run_clears_state(self):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.binja_decompiler = MagicMock()
            obj.goresym_output_path = None
            obj.cleanup_run()
            assert obj.binja_decompiler is None


class TestDecompileBinjaExtract:
    def test_extract_timeout_handling(self):
        """Thread timeout -> returns None and calls cleanup."""
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.analysis_results = None
            obj.binja_decompiler = None
            obj.goresym_output_path = None
            obj.DECOMPILE_EXTRACTOR_TIMEOUT = 0  # Immediate timeout
            obj.sha256 = "a" * 64
            obj.sha1 = "b" * 40
            obj.md5 = "c" * 32
            # Mock analyze_binary to block
            import threading
            obj.analyze_binary = lambda: None
            result = obj.extract()
            assert result is None

    def test_analyze_binary_skips_dotnet(self):
        """Dotnet binary -> analyze_binary returns None."""
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.filetype = "pebin"
            obj.filepath = "/fake"
            obj.hash = MagicMock()
            obj.hash.sha256 = "a" * 64
            obj.binja_decompiler = None
            obj.goresym_output_path = None
            obj.goresym_data = None
            obj.BINJA_TIMEOUT = 60
            obj.exporters = []
            obj.index_prefix = None
            with patch.object(obj, "is_dotnet", return_value=True):
                result = obj.analyze_binary()
                assert result is None


# ============================================================================
# 7b. prepare_export_data (ClickHouse schema)
# ============================================================================


class TestPrepareExportData:
    def _make_extractor_with_results(self, goresym_data=None):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.goresym_data = goresym_data
            obj.analysis_results = {
                "sha256": "a" * 64,
                "sha1": "b" * 40,
                "md5": "c" * 32,
                "decompiled": [
                    {
                        "decompiled_function_hash": "h" * 64,
                        "decompiled_function": "void test() {}",
                        "decompiled_function_name": "test",
                        "decompiled_function_prototype": "void test()",
                        "decompiled_function_address": 0x1000,
                        "function_type": "USER",
                        "functions_caller": [],
                        "functions_call": [],
                        "disassembled_function_hash": "d" * 64,
                        "flattened_score": 0.0,
                        "mba_score": 0.0,
                    }
                ],
                "disassembled": [
                    {
                        "disassembled_function_hash": "d" * 64,
                        "disassembled_function": "0x1000: push rbp",
                        "disassembled_function_no_addresses": "push rbp",
                        "disassembled_function_name": "test",
                        "disassembled_function_address": 0x1000,
                        "function_type": "USER",
                        "instructions_count": 5,
                        "instructions_types": ["DATA_MOVEMENT"],
                        "control_flow_count": 1,
                        "memory_access_pattern": ["MEM_STACK"],
                        "register_usage": ["GPR"],
                        "data_references_count": 0,
                        "max_block_size": 5,
                        "num_calls": 1,
                        "stack_size": -8,
                        "decompiled_function_hash": "h" * 64,
                        "tlsh_disassembly": None,
                        "tlsh_llil": None,
                        "minhash": [1, 2, 3],
                        "cyclomatic_complexity": 2,
                    }
                ],
                "cfg": [
                    {
                        "function_address": 0x1000,
                        "disassembled_function_hash": "d" * 64,
                        "cfg_topology_hash": b'\x00' * 16,
                        "block_count": 3,
                        "edge_count": 4,
                        "llil_total_operations": 20,
                        "call_count": 1,
                        "cyclomatic_complexity": 3,
                        "loop_count": 1,
                        "max_depth": 2,
                        "max_fan_out": 2,
                        "md_index_topdown": 12345,
                        "md_index_bottomup": 67890,
                        "prime_product_llil": 99999,
                        "cfg_feature_tlsh": None,
                        "wl_minhash": [0] * 128,
                        "bb_features": [[5, 1, 0, 2, 0, 1, 1, 2]] * 3,
                        "cfg_adjacency": [(0 << 16) | 1, (0 << 16) | 2, (1 << 16) | 2],
                    }
                ],
                "llil": [
                    {
                        "sha256_llil": "l" * 64,
                        "function_type": "USER",
                        "instructions_types_llil": [],
                        "control_flow_count_llil": 0,
                        "memory_access_pattern_llil": [],
                        "register_usage": {},
                        "total_reg_reads": 0,
                        "total_reg_written": 0,
                        "data_references_count": 0,
                        "max_block_size": 5,
                        "num_calls": 0,
                        "stack_size": -8,
                        "body_llil_vector": [],
                        "function_address": 0x1000,
                        "disassembled_function_hash": "d" * 64,
                        "tlsh_disassembly": None,
                        "tlsh_llil": None,
                    }
                ],
                "errors": [],
                "strings": [
                    {
                        "string": "Hello",
                        "string_raw": "Hello",
                        "string_encoding": "Utf8String",
                        "string_offset": 0,
                        "string_length": 5,
                        "string_raw_length": 5,
                        "string_entropy": 2.32,
                    }
                ],
            }
            return obj

    def test_prepare_export_returns_none_no_results(self):
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.analysis_results = None
            result = obj.prepare_export_data("ClickHouseExporter")
            assert result is None

    def test_prepare_export_multi_table_flag(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        assert result["multi_table"] is True

    def test_prepare_export_all_tables_present(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        expected_tables = [
            "decompiled_content",
            "decompiled_refs",
            "disassembled_content",
            "disassembled_refs",
            "llil_content",
            "llil_refs",
            "cfg_functions",
            "function_similarity_metrics",
            "strings_raw",
        ]
        for table in expected_tables:
            assert table in result, f"Missing table: {table}"

    def test_prepare_export_decompiled_content_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["decompiled_content"]
        assert len(table["column_names"]) == len(table["column_type_names"])
        assert "decompiled_function_hash" in table["column_names"]

    def test_prepare_export_decompiled_refs_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["decompiled_refs"]
        assert len(table["column_names"]) == len(table["column_type_names"])
        assert "sha256" in table["column_names"]

    def test_prepare_export_disassembled_content_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["disassembled_content"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_disassembled_refs_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["disassembled_refs"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_llil_content_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["llil_content"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_llil_refs_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["llil_refs"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_cfg_functions_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["cfg_functions"]
        assert len(table["column_names"]) == len(table["column_type_names"])
        assert table["table"] == "code_binja_cfg_functions"
        assert "cfg_topology_hash" in table["column_names"]
        assert "wl_minhash" in table["column_names"]
        assert "bb_features" in table["column_names"]

    def test_prepare_export_function_similarity_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["function_similarity_metrics"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_strings_raw_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["strings_raw"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_errors_schema(self):
        obj = self._make_extractor_with_results()
        result = obj.prepare_export_data("ClickHouseExporter")
        table = result["function_analysis_errors"]
        assert len(table["column_names"]) == len(table["column_type_names"])

    def test_prepare_export_golang_metadata_present(self):
        obj = self._make_extractor_with_results(goresym_data={"UserFunctions": []})
        result = obj.prepare_export_data("ClickHouseExporter")
        assert "golang_metadata" in result

    def test_prepare_export_golang_metadata_absent(self):
        obj = self._make_extractor_with_results(goresym_data=None)
        result = obj.prepare_export_data("ClickHouseExporter")
        assert "golang_metadata" not in result


class TestPrepareHelperFunctions:
    """Test the helper functions inside prepare_export_data."""

    def test_prepare_array_field_none(self):
        # The prepare_array_field function converts None -> []
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.goresym_data = None
            obj.analysis_results = {
                "sha256": "a" * 64, "sha1": "b" * 40, "md5": "c" * 32,
                "decompiled": [], "disassembled": [], "cfg": [], "llil": [],
                "errors": [], "strings": [],
            }
            result = obj.prepare_export_data("ClickHouseExporter")
            # Verify the export succeeds (function works even with empty lists)
            assert result is not None

    def test_prepare_array_field_list(self):
        """List values pass through."""
        # Verified through the export data containing arrays
        pass

    def test_prepare_register_usage_map(self):
        """Dict converted to {reg: (reads, writes)} tuples."""
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.goresym_data = None
            obj.analysis_results = {
                "sha256": "a" * 64, "sha1": "b" * 40, "md5": "c" * 32,
                "decompiled": [], "disassembled": [],
                "cfg": [],
                "llil": [{
                    "sha256_llil": "l" * 64, "function_type": "USER",
                    "instructions_types_llil": [], "control_flow_count_llil": 0,
                    "memory_access_pattern_llil": [],
                    "register_usage": {"rbx": {"reads": 3, "writes": 1}},
                    "total_reg_reads": 3, "total_reg_written": 1,
                    "data_references_count": 0, "max_block_size": 5,
                    "num_calls": 0, "stack_size": 0,
                    "body_llil_vector": [],
                    "function_address": 0x1000,
                    "disassembled_function_hash": "d" * 64,
                    "tlsh_disassembly": None,
                    "tlsh_llil": None,
                }],
                "errors": [], "strings": [],
            }
            result = obj.prepare_export_data("ClickHouseExporter")
            # The LLIL content data should have register_usage_llil as a map
            llil_data = result["llil_content"]["data"]
            assert len(llil_data) == 1
            # Column index 5 is register_usage_llil
            reg_map = llil_data[0][5]
            assert reg_map == {"rbx": (3, 1)}

    def test_prepare_register_usage_map_empty(self):
        """Empty/None register usage -> {}."""
        with patch("redb.extractors.decompiler.DecompileBinja.Extractor.__init__", return_value=None):
            from redb.extractors.decompiler.DecompileBinja import DecompileBinja
            obj = DecompileBinja.__new__(DecompileBinja)
            obj.log = MagicMock()
            obj.goresym_data = None
            obj.analysis_results = {
                "sha256": "a" * 64, "sha1": "b" * 40, "md5": "c" * 32,
                "decompiled": [], "disassembled": [],
                "cfg": [],
                "llil": [{
                    "sha256_llil": "l" * 64, "function_type": "USER",
                    "instructions_types_llil": [], "control_flow_count_llil": 0,
                    "memory_access_pattern_llil": [],
                    "register_usage": None,
                    "total_reg_reads": 0, "total_reg_written": 0,
                    "data_references_count": 0, "max_block_size": 0,
                    "num_calls": 0, "stack_size": 0,
                    "body_llil_vector": [],
                    "function_address": 0x1000,
                    "disassembled_function_hash": "d" * 64,
                    "tlsh_disassembly": None,
                    "tlsh_llil": None,
                }],
                "errors": [], "strings": [],
            }
            result = obj.prepare_export_data("ClickHouseExporter")
            llil_data = result["llil_content"]["data"]
            reg_map = llil_data[0][5]
            assert reg_map == {}