Mahesh Mehendale

62 papers A* 5A 6B 2C 3Misc 23Journal 8Unranked 15
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Shankaranarayanan H, Satyapreet Singh Yadav, Adithya Krishna, Ajay Vikram P, Mahesh Mehendale, Chetan Singh Thakur
2025 J jnl
CoRR
Adithya Krishna, Sohan Debnath, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur
2024 C conf
ISCAS
Adithya Krishna, Ashwin Rajesh, Hitesh Pavan Oleti, Anand Chauhan, Shankaranarayanan H, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur
2024 J jnl
IEEE Internet Things J.
Adithya Krishna, Srikanth Rohit Nudurupati, Chandana D. G, Pritesh Dwivedi, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur
2023 conf
BioCAS
Adithya Krishna, Vignesh Ramanathan, Satyapreet Singh Yadav, Sahil Shah, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur
2023 conf
BioCAS
Adithya Krishna, Hitesh Pavan Oleti, Anand Chauhan, H. Shankaranarayanan, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur
2023 J jnl
CoRR
Adithya Krishna, Srikanth Rohit Nudurupati, Chandana D. G, Pritesh Dwivedi, André van Schaik, Mahesh Mehendale, Chetan Singh Thakur
2022 conf
CICC
Avishek Biswas, Hetul Sanghvi, Mahesh Mehendale, G. Preet
2021 Misc conf
VLSID
Vipul Singhal, Rajat Chauhan, Vinod Menezes, R. R. Manikandan, Raveesh Magod, Mahesh Mehendale, Anantha P. Chandrakasan
2020 conf
ECCV (27)
Hassan Dbouk, Hetul Sanghvi, Mahesh Mehendale, Naresh R. Shanbhag
2020 J jnl
CoRR
Hassan Dbouk, Hetul Sanghvi, Mahesh Mehendale, Naresh R. Shanbhag
2018 Misc conf
VLSID
R. R. Manikandan, Vipul Kumar Singhal, Rajat Chauhan, Vinod Menezes, Mahesh Mehendale
2017 conf
ISSCC
Takashi Hashimoto, Mahesh Mehendale, Byeong-Gyu Nam
2016 conf
ISSCC
Vivek De, Kerry Bernstein, Takefumi Yoshikawa, Yusuf Leblebici, Marian Verhelst, Mahesh Mehendale, Makoto Nagata
2016 conf
MEMSYS
Nagendra Gulur, R. Govindarajan, Mahesh Mehendale
2016 conf
ISSCC
Mahesh Mehendale, Luke Shin
2015 conf
ISSCC
Vipul Kumar Singhal, Vinod Menezes, Srinivasa Chakravarthy, Mahesh Mehendale
2015 B conf
ICPE
Nagendra Dwarakanath Gulur, Mahesh Mehendale, Ramaswamy Govindarajan
2015 C conf
ICCE
Dipan Kumar Mandal, Mihir Mody, Mahesh Mehendale, Naresh Yadav, Ghone Chaitanya, Piyali Goswami, Hetul Sanghvi, Niraj Nandan
2014 C conf
ISCAS
Hetul Sanghvi, Mihir N. Mody, Niraj Nandan, Mahesh Mehendale, Subrangshu Das, Dipan Kumar Mandal, Pavan Shastry
2014 Misc conf
ICASSP
Hetul Sanghvi, Mihir N. Mody, Niraj Nandan, Mahesh Mehendale, Subrangshu Das, Dipan Kumar Mandal, Nainala Vyagrheswarudu, Vijayavardhan Baireddy, Pavan Shastry
2014 A* conf
SIGMETRICS
Nagendra Gulur, Mahesh Mehendale, Raman Manikantan, Ramaswamy Govindarajan
2014 A* conf
MICRO
Nagendra Dwarakanath Gulur, Mahesh Mehendale, R. Manikantan, R. Govindarajan
2012 conf
ISSCC
Mahesh Mehendale, Subrangshu Das, Mohit Sharma, Mihir N. Mody, Ratna Reddy, Joseph P. Meehan, Hideo Tamama, Brian Carlson, Mike Polley
2012 A conf
ICS
Nagendra Dwarakanath Gulur, R. Manikantan, Mahesh Mehendale, R. Govindarajan
2011 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Ajit Gupte, Bharadwaj Amrutur, Mahesh Mehendale, Ajit V. Rao, Madhukar Budagavi
2011 B conf
PACT
Nagendra Dwarakanath Gulur, R. Manikantan, R. Govindarajan, Mahesh Mehendale
2006 J jnl
J. VLSI Signal Process.
Subash Chandar G., Mahesh Mehendale, R. Govindarajan
2006 Misc conf
VLSI Design
Mahesh Mehendale
2004 Misc conf
VLSI Design
Mahesh Mehendale
2003 A* conf
DAC
Chi-Foon Chan, Deirdre Hanford, Jian Yue Pan, Narendra V. Shenoy, Mahesh Mehendale, A. Vasudevan, Shaojun Wei
2003 A conf
ISLPED
Amitabh Menon, S. K. Nandy, Mahesh Mehendale
2001 A conf
ICCAD
Subash Chandar G., Mahesh Mehendale, R. Govindarajan
2001 Misc conf
VLSI Design
Mahesh Mehendale, Santhosh Kumar Amanna
2001 Misc conf
VLSI Design
Vikas Agrawal, Anand Pande, Mahesh Mehendale
2001 Misc conf
VLSI Design
Ajit Gupte, Mahesh Mehendale, Ramesh Ramamritham, Deepa Nair
2000 Misc conf
VLSI Design
M. N. Mahesh, Mahesh Mehendale
2000 Misc conf
VLSI Design
Mahesh Mehendale, Sunil D. Sherlekar
1999 Misc conf
VLSI Design
M. N. Mahesh, Satrajit Gupta, Mahesh Mehendale
1999 conf
ISCAS (3)
M. N. Mahesh, Mahesh Mehendale
1999 conf
CICC
Sunsil Sinha, Mahesh Mehendale
1999 Misc conf
VLSI Design
Mahesh Mehendale, Sunil D. Sherlekar
1998 Misc conf
VLSI Design
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1998 Misc conf
VLSI Design
Mahesh Mehendale, Somdipta Basu Roy, Sunil D. Sherlekar, G. Venkatesh
1998 Misc conf
VLSI Design
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1998 conf
ASP-DAC
Mahesh Mehendale, Amit Sinha, Sunil D. Sherlekar
1998 J jnl
IEEE Trans. Very Large Scale Integr. Syst.
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1998 Misc conf
VLSI Design
Amit Sinha, Mahesh Mehendale
1997 Misc conf
VLSI Design
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1996 Misc conf
VLSI Design
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1996 A* conf
DAC
Mahesh Mehendale, G. Venkatesh, Sunil D. Sherlekar
1995 Misc conf
VLSI Design
Mahesh Mehendale, M. K. Ram Prasad
1995 A conf
ICCAD
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1995 conf
ASP-DAC
Mahesh Mehendale, Sunil D. Sherlekar, G. Venkatesh
1994 Misc conf
VLSI Design
Mahesh Mehendale, Biswadip Mitra
1994 Misc conf
VLSI Design
Mahesh Mehendale
1993 Misc conf
VLSI Design
Mahesh Mehendale, Kaushik Roy
1993 A* conf
DAC
Mahesh Mehendale
1992 Misc conf
VLSI Design
Mahesh Mehendale
1991 conf
EURO-DAC
Mahesh Mehendale
1991 A conf
ICCAD
Mahesh Mehendale, P. Murugavel, M. Poornima
1989 A conf
ICCAD
Sattam Dasgupta, Mahesh Mehendale, V. R. Sudershan, Rajeev Jain, Nagaraj Subramanyam, James Hochschild
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])