从Python中不安全的用户输入评估数学方程式 [英] Evaluate math equations from unsafe user input in Python

问题描述

我有一个网站，用户在其中输入数学方程式(表达式)，然后根据该网站提供的数据(常数)对这些方程式进行评估.所需的数学运算包括符号，算术运算，min()，max()和其他一些基本功能.一个示例方程式可能是:

I have a website where the user enters math equations (expressions) and then those equations are evaluated against data (constants) provided by the website. The math operations needed include symbols, arithmetic operations, min(), max() and some other basic functions. A sample equation could be:

max(a * b + 100, a / b - 200)

一个人可以使用Python简单地eval()，但是众所周知，这会导致站点受损.做数学方程式评估的安全方法是什么?

One could simply eval() this using Python, but as we all know this leads compromising the site. What would be the safe approach of doing math equation evaluation?

如果选择使用Python本身来评估表达式，那么将存在任何限制Python的Python沙箱，因此仅用户供应商运算符和函数可用.像定义函数一样，成熟的Python应该完全禁用.子流程还可以(请参见 PyPy沙箱).特别是，应该关闭for循环以及其他利用内存和CPU使用率的漏洞.

If one chooses to use Python itself to evaluate the expression are there any Python sandboxes which would limit the Python, so that only user supplier operators and functions are available. Full-fledged Python, like defining functions, should be totally disabled. Subprocesses are ok (see PyPy sandbox). Specially, for loops and other holes for exploiting memory and CPU usage should be closed.

推荐答案

在没有第三方软件包的Python中，这样做相对容易.

There is a relatively easy of doing this in Python without third party packages.

• 使用compile()准备单行Python表达式作为eval()

• Using compile() to prepare a single-line Python expression to be bytecode for eval()

不通过eval()运行字节码，而是在自定义操作码循环中运行它，而仅实现您真正需要的操作码.例如.没有内置功能，没有属性访问权限，因此沙箱无法逃脱.

Not running the bytecode through eval(), but instead run it in your custom opcode loop and only implement opcodes which you really need. E.g. no built-ins, no attribute access, so the sandbox cannot escaped.

但是有一些陷阱，例如为CPU耗尽和内存耗尽做准备，它们并不是特定于此方法的，而且在其他方​​法上也存在问题.

However there are some gotchas, like preparing for CPU exhaustion and memory exhaustion, which are not specific to this method and are issue on other approaches too.

此处是有关该主题的完整博客文章. 这是一个相关要点.下面是缩短的示例代码.

Here is a full blog post about the topic. Here is a related gist. Below is shortened sample code.

""""

    The orignal author: Alexer / #python.fi

"""

import opcode
import dis
import sys
import multiprocessing
import time

# Python 3 required
assert sys.version_info[0] == 3, "No country for old snakes"


class UnknownSymbol(Exception):
    """ There was a function or constant in the expression we don't support. """


class BadValue(Exception):
    """ The user tried to input dangerously big value. """

    MAX_ALLOWED_VALUE = 2**63


class BadCompilingInput(Exception):
    """ The user tried to input something which might cause compiler to slow down. """


def disassemble(co):
    """ Loop through Python bytecode and match instructions  with our internal opcodes.

    :param co: Python code object
    """
    code = co.co_code
    n = len(code)
    i = 0
    extended_arg = 0
    result = []
    while i < n:
        op = code[i]

        curi = i
        i = i+1
        if op >= dis.HAVE_ARGUMENT:
            # Python 2
            # oparg = ord(code[i]) + ord(code[i+1])*256 + extended_arg
            oparg = code[i] + code[i+1] * 256 + extended_arg
            extended_arg = 0
            i = i+2
            if op == dis.EXTENDED_ARG:
                # Python 2
                #extended_arg = oparg*65536L
                extended_arg = oparg*65536
        else:
            oparg = None

        # print(opcode.opname[op])

        opv = globals()[opcode.opname[op].replace('+', '_')](co, curi, i, op, oparg)

        result.append(opv)

    return result

# For the opcodes see dis.py
# (Copy-paste)
# https://docs.python.org/2/library/dis.html

class Opcode:
    """ Base class for out internal opcodes. """
    args = 0
    pops = 0
    pushes = 0
    def __init__(self, co, i, nexti, op, oparg):
        self.co = co
        self.i = i
        self.nexti = nexti
        self.op = op
        self.oparg = oparg

    def get_pops(self):
        return self.pops

    def get_pushes(self):
        return self.pushes

    def touch_value(self, stack, frame):
        assert self.pushes == 0
        for i in range(self.pops):
            stack.pop()


class OpcodeArg(Opcode):
    args = 1


class OpcodeConst(OpcodeArg):
    def get_arg(self):
        return self.co.co_consts[self.oparg]


class OpcodeName(OpcodeArg):
    def get_arg(self):
        return self.co.co_names[self.oparg]


class POP_TOP(Opcode):
    """Removes the top-of-stack (TOS) item."""
    pops = 1
    def touch_value(self, stack, frame):
        stack.pop()


class DUP_TOP(Opcode):
    """Duplicates the reference on top of the stack."""
    # XXX: +-1
    pops = 1
    pushes = 2
    def touch_value(self, stack, frame):
        stack[-1:] = 2 * stack[-1:]


class ROT_TWO(Opcode):
    """Swaps the two top-most stack items."""
    pops = 2
    pushes = 2
    def touch_value(self, stack, frame):
        stack[-2:] = stack[-2:][::-1]


class ROT_THREE(Opcode):
    """Lifts second and third stack item one position up, moves top down to position three."""
    pops = 3
    pushes = 3
    direct = True
    def touch_value(self, stack, frame):
        v3, v2, v1 = stack[-3:]
        stack[-3:] = [v1, v3, v2]


class ROT_FOUR(Opcode):
    """Lifts second, third and forth stack item one position up, moves top down to position four."""
    pops = 4
    pushes = 4
    direct = True
    def touch_value(self, stack, frame):
        v4, v3, v2, v1 = stack[-3:]
        stack[-3:] = [v1, v4, v3, v2]


class UNARY(Opcode):
    """Unary Operations take the top of the stack, apply the operation, and push the result back on the stack."""
    pops = 1
    pushes = 1


class UNARY_POSITIVE(UNARY):
    """Implements TOS = +TOS."""
    def touch_value(self, stack, frame):
        stack[-1] = +stack[-1]


class UNARY_NEGATIVE(UNARY):
    """Implements TOS = -TOS."""
    def touch_value(self, stack, frame):
        stack[-1] = -stack[-1]


class BINARY(Opcode):
    """Binary operations remove the top of the stack (TOS) and the second top-most stack item (TOS1) from the stack. They perform the operation, and put the result back on the stack."""
    pops = 2
    pushes = 1


class BINARY_POWER(BINARY):
    """Implements TOS = TOS1 ** TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        print(TOS1, TOS)
        if abs(TOS1) > BadValue.MAX_ALLOWED_VALUE or abs(TOS) > BadValue.MAX_ALLOWED_VALUE:
            raise BadValue("The value for exponent was too big")

        stack[-2:] = [TOS1 ** TOS]


class BINARY_MULTIPLY(BINARY):
    """Implements TOS = TOS1 * TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 * TOS]


class BINARY_DIVIDE(BINARY):
    """Implements TOS = TOS1 / TOS when from __future__ import division is not in effect."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 / TOS]


class BINARY_MODULO(BINARY):
    """Implements TOS = TOS1 % TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 % TOS]


class BINARY_ADD(BINARY):
    """Implements TOS = TOS1 + TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 + TOS]


class BINARY_SUBTRACT(BINARY):
    """Implements TOS = TOS1 - TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 - TOS]


class BINARY_FLOOR_DIVIDE(BINARY):
    """Implements TOS = TOS1 // TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 // TOS]


class BINARY_TRUE_DIVIDE(BINARY):
    """Implements TOS = TOS1 / TOS when from __future__ import division is in effect."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 / TOS]


class BINARY_LSHIFT(BINARY):
    """Implements TOS = TOS1 << TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 << TOS]


class BINARY_RSHIFT(BINARY):
    """Implements TOS = TOS1 >> TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 >> TOS]


class BINARY_AND(BINARY):
    """Implements TOS = TOS1 & TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 & TOS]


class BINARY_XOR(BINARY):
    """Implements TOS = TOS1 ^ TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 ^ TOS]


class BINARY_OR(BINARY):
    """Implements TOS = TOS1 | TOS."""
    def touch_value(self, stack, frame):
        TOS1, TOS = stack[-2:]
        stack[-2:] = [TOS1 | TOS]


class RETURN_VALUE(Opcode):
    """Returns with TOS to the caller of the function."""
    pops = 1
    final = True
    def touch_value(self, stack, frame):
        value = stack.pop()
        return value


class LOAD_CONST(OpcodeConst):
    """Pushes co_consts[consti] onto the stack.""" # consti
    pushes = 1
    def touch_value(self, stack, frame):
        # XXX moo: Validate type
        value = self.get_arg()
        assert isinstance(value, (int, float))
        stack.append(value)


class LOAD_NAME(OpcodeName):
    """Pushes the value associated with co_names[namei] onto the stack.""" # namei
    pushes = 1
    def touch_value(self, stack, frame):
        # XXX moo: Get name from dict of valid variables/functions
        name = self.get_arg()
        if name not in frame:
            raise UnknownSymbol("Does not know symbol {}".format(name))
        stack.append(frame[name])


class CALL_FUNCTION(OpcodeArg):
    """Calls a function. The low byte of argc indicates the number of positional parameters, the high byte the number of keyword parameters. On the stack, the opcode finds the keyword parameters first. For each keyword argument, the value is on top of the key. Below the keyword parameters, the positional parameters are on the stack, with the right-most parameter on top. Below the parameters, the function object to call is on the stack. Pops all function arguments, and the function itself off the stack, and pushes the return value.""" # argc
    pops = None
    pushes = 1

    def get_pops(self):
        args = self.oparg & 0xff
        kwargs = (self.oparg >> 8) & 0xff
        return 1 + args + 2 * kwargs

    def touch_value(self, stack, frame):
        argc = self.oparg & 0xff
        kwargc = (self.oparg >> 8) & 0xff
        assert kwargc == 0
        if argc > 0:
            args = stack[-argc:]
            stack[:] = stack[:-argc]
        else:
            args = []
        func = stack.pop()

        assert func in frame.values(), "Uh-oh somebody injected bad function. This does not happen."

        result = func(*args)
        stack.append(result)


def check_for_pow(expr):
    """ Python evaluates power operator during the compile time if its on constants.

    You can do CPU / memory burning attack with ``2**999999999999999999999**9999999999999``.
    We mainly care about memory now, as we catch timeoutting in any case.

    We just disable pow and do not care about it.
    """
    if "**" in expr:
        raise BadCompilingInput("Power operation is not allowed")


def _safe_eval(expr, functions_and_constants={}, check_compiling_input=True):
    """ Evaluate a Pythonic math expression and return the output as a string.

    The expr is limited to 1024 characters / 1024 operations
    to prevent CPU burning or memory stealing.

    :param functions_and_constants: Supplied "built-in" data for evaluation
    """

    # Some safety checks
    assert len(expr) < 1024

    # Check for potential bad compiler input
    if check_compiling_input:
        check_for_pow(expr)

    # Compile Python source code to Python code for eval()
    code = compile(expr, '', 'eval')

    # Dissect bytecode back to Python opcodes
    ops = disassemble(code)
    assert len(ops) < 1024

    stack = []
    for op in ops:
        value = op.touch_value(stack, functions_and_constants)

    return value

这篇关于从Python中不安全的用户输入评估数学方程式的文章就介绍到这了，希望我们推荐的答案对大家有所帮助，也希望大家多多支持IT屋！