Jack D. Cowan

28 papers C 1Journal 12Unranked 12
YearRankTypeTitle / Venue / Authors
2021 J jnl
Biol. Cybern.
Hugh R. Wilson, Jack D. Cowan
2014 ch.
Encyclopedia of Computational Neuroscience
Jack D. Cowan
2010 J jnl
PLoS Comput. Biol.
Marc Benayoun, Jack D. Cowan, Wim van Drongelen, Edward W. J. Wallace
2010 J jnl
Neural Comput.
Michael A. Buice, Jack D. Cowan, Carson C. Chow
2002 J jnl
Neural Comput.
Paul C. Bressloff, Jack D. Cowan
2002 conf
Human Vision and Electronic Imaging
Jack D. Cowan, Paul C. Bressloff
2002 J jnl
Neural Comput.
Paul C. Bressloff, Jack D. Cowan, Martin Golubitsky, Peter J. Thomas, Matthew C. Wiener
2000 J jnl
Neurocomputing
Christian W. Eurich, Klaus Pawelzik, Udo Ernst, Andreas Thiel, Jack D. Cowan, John G. Milton
2000 J jnl
Neural Comput.
Paul C. Bressloff, Neil W. Bressloff, Jack D. Cowan
1999 conf
NIPS
Toru Ohira, Yuzuru Sato, Jack D. Cowan
1998 J jnl
Neural Comput.
Alexander Dimitrov, Jack D. Cowan
1997 J jnl
Neural Comput.
Juan K. Lin, David G. Grier, Jack D. Cowan
1997 C conf
ICANN
Christian W. Eurich, Jack D. Cowan, John G. Milton
1996 conf
NIPS
Juan K. Lin, Jack D. Cowan, David G. Grier
1996 conf
NIPS
Trevor Mundel, Alexander Dimitrov, Jack D. Cowan
1996 J jnl
Neural Comput.
Wulfram Gerstner, J. Leo van Hemmen, Jack D. Cowan
1995 J jnl
Neural Comput.
Toru Ohira, Jack D. Cowan
1994 ed.
NIPS
Jack D. Cowan, Gerald Tesauro, Joshua Alspector
1994 conf
NIPS
Toru Ohira, Jack D. Cowan
1993 ed.
NIPS
Stephen Jose Hanson, Jack D. Cowan, C. Lee Giles
1992 conf
NIPS
John G. Milton, Po Hsiang Chu, Jack D. Cowan
1990 conf
NIPS
Jack D. Cowan, A. E. Friedman
1990 conf
NIPS
Jack D. Cowan
1990 conf
NIPS
Jack D. Cowan, A. E. Friedman
1989 conf
NIPS
Jack D. Cowan, A. E. Friedman
1989 conf
NIPS
Jack D. Cowan
1984 J jnl
IEEE Micro
Don L. Jackson, Jack D. Cowan
1961 conf
SWCT
Jack D. Cowan
redb/extractors/decompiler/apk/smali_parser.py
← Index redb/extractors/decompiler/apk/smali_parser.py python
"""Smali file parser — extracts individual method bodies from apktool output.

Parses .smali files produced by apktool and extracts per-method bodies,
instruction counts, and register counts.
"""

import os
import re
from dataclasses import dataclass, field
from typing import Dict, List, Optional


@dataclass
class SmaliMethod:
    """Parsed smali method data."""
    class_name: str
    method_name: str
    method_signature: str
    body: str
    instruction_count: int = 0
    register_count: int = 0
    access_flags: List[str] = field(default_factory=list)


# Directives start with '.' — these are metadata, not instructions
_DIRECTIVE_RE = re.compile(r"^\s*\.")
# Labels start with ':'
_LABEL_RE = re.compile(r"^\s*:")
# Blank or comment lines
_BLANK_OR_COMMENT_RE = re.compile(r"^\s*(#.*)?$")
# Method declaration
_METHOD_START_RE = re.compile(
    r"^\.method\s+(.*?)\s+(\S+)\(([^)]*)\)(\S+)\s*$"
)
_METHOD_START_SIMPLE_RE = re.compile(
    r"^\.method\s+(.*)"
)
# .registers or .locals directive
_REGISTERS_RE = re.compile(r"^\s*\.registers\s+(\d+)")
_LOCALS_RE = re.compile(r"^\s*\.locals\s+(\d+)")
# .line directive
_LINE_RE = re.compile(r"^\s*\.line\s+\d+")


class SmaliParser:
    """Parser for apktool smali output files."""

    @staticmethod
    def parse_smali_file(filepath: str) -> List[SmaliMethod]:
        """Parse a single .smali file and return list of methods.

        Each .smali file contains one class with all its methods.
        """
        with open(filepath, "r", encoding="utf-8", errors="replace") as f:
            content = f.read()

        return SmaliParser._parse_smali_content(content, filepath)

    @staticmethod
    def _parse_smali_content(content: str, source: str = "") -> List[SmaliMethod]:
        """Parse smali text content and extract methods."""
        lines = content.split("\n")
        methods = []

        # Extract class name from .class directive
        class_name = ""
        for line in lines:
            if line.startswith(".class "):
                parts = line.split()
                class_name = parts[-1]  # Last token is the class descriptor
                break

        in_method = False
        method_lines = []
        method_header = ""
        access_flags = []
        skip_method = False

        for line in lines:
            if line.startswith(".method "):
                in_method = True
                method_lines = []
                method_header = line
                skip_method = False

                # Parse access flags and method signature
                remainder = line[len(".method "):].strip()
                tokens = remainder.split()
                access_flags = []
                method_sig_token = tokens[-1] if tokens else ""

                for t in tokens[:-1]:
                    access_flags.append(t)

                # Skip abstract and native methods (no body)
                if "abstract" in access_flags or "native" in access_flags:
                    skip_method = True

            elif line.startswith(".end method"):
                if in_method and not skip_method:
                    body = "\n".join(method_lines)
                    method_name, signature = SmaliParser._parse_method_sig(
                        method_header
                    )
                    instruction_count = SmaliParser.count_instructions(body)
                    register_count = SmaliParser._extract_register_count(body)

                    methods.append(
                        SmaliMethod(
                            class_name=class_name,
                            method_name=method_name,
                            method_signature=signature,
                            body=body,
                            instruction_count=instruction_count,
                            register_count=register_count,
                            access_flags=access_flags,
                        )
                    )
                in_method = False
                method_lines = []
                access_flags = []

            elif in_method and not skip_method:
                method_lines.append(line)

        return methods

    @staticmethod
    def parse_smali_directory(dirpath: str) -> Dict[str, SmaliMethod]:
        """Parse all .smali files in a directory tree.

        Returns dict keyed by 'ClassName->methodName(signature)ReturnType'.
        """
        result = {}
        for root, _dirs, files in os.walk(dirpath):
            for fname in files:
                if fname.endswith(".smali"):
                    fpath = os.path.join(root, fname)
                    try:
                        methods = SmaliParser.parse_smali_file(fpath)
                        for m in methods:
                            key = SmaliParser.make_method_key(
                                m.class_name, m.method_name, m.method_signature
                            )
                            result[key] = m
                    except Exception:
                        continue
        return result

    @staticmethod
    def normalize_smali_body(body: str) -> str:
        """Normalize smali body for consistent hashing.

        Strips comments, .line directives, normalizes whitespace.
        """
        lines = []
        for line in body.split("\n"):
            stripped = line.strip()
            # Skip empty lines, comments, and .line directives
            if not stripped or stripped.startswith("#"):
                continue
            if _LINE_RE.match(stripped):
                continue
            lines.append(stripped)
        return "\n".join(lines)

    @staticmethod
    def count_instructions(body: str) -> int:
        """Count actual Dalvik instructions (skip directives, labels, blanks)."""
        count = 0
        for line in body.split("\n"):
            stripped = line.strip()
            if not stripped:
                continue
            if _DIRECTIVE_RE.match(stripped):
                continue
            if _LABEL_RE.match(stripped):
                continue
            if _BLANK_OR_COMMENT_RE.match(stripped):
                continue
            count += 1
        return count

    @staticmethod
    def _extract_register_count(body: str) -> int:
        """Extract register count from .registers or .locals directive.

        apktool outputs .locals (local registers only) by default.
        .registers (total = locals + params) is used with --use-registers.
        We return whichever is present.
        """
        for line in body.split("\n"):
            stripped = line.strip()
            m = _REGISTERS_RE.match(stripped)
            if m:
                return int(m.group(1))
            m = _LOCALS_RE.match(stripped)
            if m:
                return int(m.group(1))
        return 0

    @staticmethod
    def _parse_method_sig(header_line: str) -> tuple:
        """Parse method name and signature from .method header line.

        Input: '.method public onCreate(Landroid/os/Bundle;)V'
        Returns: ('onCreate', '(Landroid/os/Bundle;)V')
        """
        remainder = header_line[len(".method "):].strip()
        tokens = remainder.split()
        if not tokens:
            return ("unknown", "()")

        # Last token contains methodName(params)returnType
        method_part = tokens[-1]

        paren_idx = method_part.find("(")
        if paren_idx == -1:
            return (method_part, "()")

        method_name = method_part[:paren_idx]
        signature = method_part[paren_idx:]

        return (method_name, signature)

    @staticmethod
    def make_method_key(class_name: str, method_name: str, signature: str) -> str:
        """Build a canonical method key for cross-tool matching.

        Format: 'Lcom/example/Foo;->methodName(params)ReturnType'
        """
        return f"{class_name}->{method_name}{signature}"