Ran Jiao

22 papers A* 1A 1Misc 1Journal 10Unranked 9
YearRankTypeTitle / Venue / Authors
2025 A* conf
EMNLP
Qihang Ma, Shengyu Li, Jie Tang, Dingkang Yang, Chenshaodong, Yingyi Zhang, Chao Feng, Ran Jiao
2025 J jnl
IEEE Trans Autom. Sci. Eng.
Jianfeng Li, Wenjie Liu, Haozhe Li, Ran Jiao, Mingjie Dong
2025 conf
ACL (1)
Hongyuan Dong, Zijian Kang, Weijie Yin, LiangXiao LiangXiao, ChaoFeng ChaoFeng, Ran Jiao
2024 J jnl
IEEE Trans. Syst. Man Cybern. Syst.
Jianfeng Li, Xin Wang, Ran Jiao, Mingjie Dong
2024 J jnl
Ind. Robot
Chang Wang, Ran Jiao, Jianhua Zhang
2023 J jnl
Robotica
Jianfeng Li, Yu Zhou, Mingjie Dong, Xi Rong, Ran Jiao
2023 conf
ICIRA (8)
Shuaibang Wang, Mingjie Dong, Ran Jiao, Shuwen Sun, Jianfeng Li
2023 J jnl
Ind. Robot
Ran Jiao, Yongfeng Rong, Mingjie Dong, Jianfeng Li
2023 J jnl
Sensors
Ran Jiao, Jianfeng Li, Yongfeng Rong, Taogang Hou
2022 conf
RCAR
Shiping Zuo, Jianfeng Li, Mingjie Dong, Guangsheng Li, Ran Jiao, Guotong Li
2022 J jnl
Robotica
Jianfeng Li, Yuan Kong, Mingjie Dong, Ran Jiao
2022 J jnl
IEEE Trans. Robotics
Ramy Rashad, Davide Bicego, Jelle Zult, Santiago Sanchez-Escalonilla, Ran Jiao, Antonio Franchi, Stefano Stramigioli
2022 conf
ICCSIP
Mingjie Dong, Zeyu Wang, Ran Jiao, Jianfeng Li
2021 conf
ROBIO
Guotong Li, Jianfeng Li, Mingjie Dong, Shiping Zuo, Ran Jiao, Shuang Wang
2021 conf
RCAR
Jianfeng Li, Yu Zhou, Mingjie Dong, Ran Jiao, Liwei Jiang
2021 J jnl
J. Intell. Robotic Syst.
Ran Jiao, Ramy Rashad, Davide Bicego, Wusheng Chou, Stefano Stramigioli
2020 A conf
IROS
Ramy Rashad, Davide Bicego, Ran Jiao, Santiago Sanchez-Escalonilla, Stefano Stramigioli
2019 J jnl
Frontiers Neurorobotics
Ran Jiao, Zhaowei Wang, Ruihang Chu, Mingjie Dong, Yongfeng Rong, Wusheng Chou
2019 conf
ROBIO
Yongfeng Rong, Ran Jiao, Song Kang, Wusheng Chou
2018 conf
ROBIO
Ran Jiao, Mingjie Dong, Wusheng Chou, Hailong Yu, Hao Yu
2018 conf
ICARM
Ran Jiao, Mingjie Dong, Rui Ding, Wusheng Chou
2017 Misc conf
ICMLC
Ran Jiao
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 == {}