Xiaochen Hou

11 papers A* 2Journal 6Unranked 3
YearRankTypeTitle / Venue / Authors
2025 conf
KDD (1)
Ping Liu, Haichao Wei, Xiaochen Hou, Jianqiang Shen, Shihai He, Qianqi Shen, Zhujun Chen, Fedor Borisyuk, Daniel Hewlett, Liang Wu, Srikant Veeraraghavan, Alex Tsun, Chengming Jiang, Wenjing Zhang
2024 A* conf
KDD
Fedor Borisyuk, Shihai He, Yunbo Ouyang, Morteza Ramezani, Peng Du, Xiaochen Hou, Chengming Jiang, Nitin Pasumarthy, Priya Bannur, Birjodh Singh Tiwana, Ping Liu, Siddharth Dangi, Daqi Sun, Zhoutao Pei, Xiao Shi, Sirou Zhu, Qianqi Shen, Kuang-Hsuan Lee, David Stein, Baolei Li, Haichao Wei, Amol Ghoting, Souvik Ghosh
2024 J jnl
CoRR
Fedor Borisyuk, Shihai He, Yunbo Ouyang, Morteza Ramezani, Peng Du, Xiaochen Hou, Chengming Jiang, Nitin Pasumarthy, Priya Bannur, Birjodh Singh Tiwana, Ping Liu, Siddharth Dangi, Daqi Sun, Zhoutao Pei, Xiao Shi, Sirou Zhu, Qianqi Shen, Kuang-Hsuan Lee, David Stein, Baolei Li, Haichao Wei, Amol Ghoting, Souvik Ghosh
2024 A* conf
KDD
Fedor Borisyuk, Mingzhou Zhou, Qingquan Song, Siyu Zhu, Birjodh Singh Tiwana, Ganesh Parameswaran, Siddharth Dangi, Lars Hertel, Qiang Charles Xiao, Xiaochen Hou, Yunbo Ouyang, Aman Gupta, Sheallika Singh, Dan Liu, Hailing Cheng, Lei Le, Jonathan Hung, S. Sathiya Keerthi, Ruoyan Wang, Fengyu Zhang, Mohit Kothari, Chen Zhu, Daqi Sun, Yun Dai, Xun Luan, Sirou Zhu, Zhiwei Wang, Neil Daftary, Qianqi Shen, Chengming Jiang, Haichao Wei, Maneesh Varshney, Amol Ghoting, Souvik Ghosh
2024 J jnl
CoRR
Fedor Borisyuk, Mingzhou Zhou, Qingquan Song, Siyu Zhu, Birjodh Singh Tiwana, Ganesh Parameswaran, Siddharth Dangi, Lars Hertel, Qiang Charles Xiao, Xiaochen Hou, Yunbo Ouyang, Aman Gupta, Sheallika Singh, Dan Liu, Hailing Cheng, Lei Le, Jonathan Hung, S. Sathiya Keerthi, Ruoyan Wang, Fengyu Zhang, Mohit Kothari, Chen Zhu, Daqi Sun, Yun Dai, Xun Luan, Sirou Zhu, Zhiwei Wang, Neil Daftary, Qianqi Shen, Chengming Jiang, Haichao Wei, Maneesh Varshney, Amol Ghoting, Souvik Ghosh
2024 J jnl
CoRR
Ping Liu, Haichao Wei, Xiaochen Hou, Jianqiang Shen, Shihai He, Kay Qianqi Shen, Zhujun Chen, Fedor Borisyuk, Daniel Hewlett, Liang Wu, Srikant Veeraraghavan, Alex Tsun, Chengming Jiang, Wenjing Zhang
2021 conf
NAACL-HLT
Xiaochen Hou, Peng Qi, Guangtao Wang, Rex Ying, Jing Huang, Xiaodong He, Bowen Zhou
2021 J jnl
CoRR
Xiaochen Hou, Peng Qi, Guangtao Wang, Rex Ying, Jing Huang, Xiaodong He, Bowen Zhou
2021 conf
SustaiNLP@EMNLP
Gengyu Wang, Xiaochen Hou, Diyi Yang, Kathleen R. McKeown, Jing Huang
2021 J jnl
CoRR
Gengyu Wang, Xiaochen Hou, Diyi Yang, Kathleen R. McKeown, Jing Huang
2019 J jnl
CoRR
Xiaochen Hou, Jing Huang, Guangtao Wang, Kevin Huang, Xiaodong He, Bowen Zhou
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 == {}