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pythongh-95778: Correctly pre-check for int-to-str conversion (python…
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…#96537)

Converting a large enough `int` to a decimal string raises `ValueError` as expected. However, the raise comes _after_ the quadratic-time base-conversion algorithm has run to completion. For effective DOS prevention, we need some kind of check before entering the quadratic-time loop. Oops! =)

The quick fix: essentially we catch _most_ values that exceed the threshold up front. Those that slip through will still be on the small side (read: sufficiently fast), and will get caught by the existing check so that the limit remains exact.

The justification for the current check. The C code check is:
```c
max_str_digits / (3 * PyLong_SHIFT) <= (size_a - 11) / 10
```

In GitHub markdown math-speak, writing $M$ for `max_str_digits`, $L$ for `PyLong_SHIFT` and $s$ for `size_a`, that check is:
$$\left\lfloor\frac{M}{3L}\right\rfloor \le \left\lfloor\frac{s - 11}{10}\right\rfloor$$

From this it follows that
$$\frac{M}{3L} < \frac{s-1}{10}$$
hence that
$$\frac{L(s-1)}{M} > \frac{10}{3} > \log_2(10).$$
So
$$2^{L(s-1)} > 10^M.$$
But our input integer $a$ satisfies $|a| \ge 2^{L(s-1)}$, so $|a|$ is larger than $10^M$. This shows that we don't accidentally capture anything _below_ the intended limit in the check.

<!-- gh-issue-number: pythongh-95778 -->
* Issue: pythongh-95778
<!-- /gh-issue-number -->

Co-authored-by: Gregory P. Smith [Google LLC] <greg@krypto.org>
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mdickinson and gpshead authored Sep 4, 2022
1 parent 6adb89f commit b126196
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Showing 4 changed files with 107 additions and 7 deletions.
4 changes: 2 additions & 2 deletions Include/internal/pycore_long.h
Original file line number Diff line number Diff line change
Expand Up @@ -18,9 +18,9 @@ extern "C" {
* everyone's existing deployed numpy test suite passes before
* https://github.com/numpy/numpy/issues/22098 is widely available.
*
* $ python -m timeit -s 's = * "1"*4300' 'int(s)'
* $ python -m timeit -s 's = "1"*4300' 'int(s)'
* 2000 loops, best of 5: 125 usec per loop
* $ python -m timeit -s 's = * "1"*4300; v = int(s)' 'str(v)'
* $ python -m timeit -s 's = "1"*4300; v = int(s)' 'str(v)'
* 1000 loops, best of 5: 311 usec per loop
* (zen2 cloud VM)
*
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82 changes: 82 additions & 0 deletions Lib/test/test_int.py
Original file line number Diff line number Diff line change
@@ -1,4 +1,5 @@
import sys
import time

import unittest
from test import support
Expand Down Expand Up @@ -632,6 +633,87 @@ def test_max_str_digits(self):
with self.assertRaises(ValueError):
str(i)

def test_denial_of_service_prevented_int_to_str(self):
"""Regression test: ensure we fail before performing O(N**2) work."""
maxdigits = sys.get_int_max_str_digits()
assert maxdigits < 50_000, maxdigits # A test prerequisite.
get_time = time.process_time
if get_time() <= 0: # some platforms like WASM lack process_time()
get_time = time.monotonic

huge_int = int(f'0x{"c"*65_000}', base=16) # 78268 decimal digits.
digits = 78_268
with support.adjust_int_max_str_digits(digits):
start = get_time()
huge_decimal = str(huge_int)
seconds_to_convert = get_time() - start
self.assertEqual(len(huge_decimal), digits)
# Ensuring that we chose a slow enough conversion to measure.
# It takes 0.1 seconds on a Zen based cloud VM in an opt build.
if seconds_to_convert < 0.005:
raise unittest.SkipTest('"slow" conversion took only '
f'{seconds_to_convert} seconds.')

# We test with the limit almost at the size needed to check performance.
# The performant limit check is slightly fuzzy, give it a some room.
with support.adjust_int_max_str_digits(int(.995 * digits)):
with self.assertRaises(ValueError) as err:
start = get_time()
str(huge_int)
seconds_to_fail_huge = get_time() - start
self.assertIn('conversion', str(err.exception))
self.assertLess(seconds_to_fail_huge, seconds_to_convert/8)

# Now we test that a conversion that would take 30x as long also fails
# in a similarly fast fashion.
extra_huge_int = int(f'0x{"c"*500_000}', base=16) # 602060 digits.
with self.assertRaises(ValueError) as err:
start = get_time()
# If not limited, 8 seconds said Zen based cloud VM.
str(extra_huge_int)
seconds_to_fail_extra_huge = get_time() - start
self.assertIn('conversion', str(err.exception))
self.assertLess(seconds_to_fail_extra_huge, seconds_to_convert/8)

def test_denial_of_service_prevented_str_to_int(self):
"""Regression test: ensure we fail before performing O(N**2) work."""
maxdigits = sys.get_int_max_str_digits()
assert maxdigits < 100_000, maxdigits # A test prerequisite.
get_time = time.process_time
if get_time() <= 0: # some platforms like WASM lack process_time()
get_time = time.monotonic

digits = 133700
huge = '8'*digits
with support.adjust_int_max_str_digits(digits):
start = get_time()
int(huge)
seconds_to_convert = get_time() - start
# Ensuring that we chose a slow enough conversion to measure.
# It takes 0.1 seconds on a Zen based cloud VM in an opt build.
if seconds_to_convert < 0.005:
raise unittest.SkipTest('"slow" conversion took only '
f'{seconds_to_convert} seconds.')

with support.adjust_int_max_str_digits(digits - 1):
with self.assertRaises(ValueError) as err:
start = get_time()
int(huge)
seconds_to_fail_huge = get_time() - start
self.assertIn('conversion', str(err.exception))
self.assertLess(seconds_to_fail_huge, seconds_to_convert/8)

# Now we test that a conversion that would take 30x as long also fails
# in a similarly fast fashion.
extra_huge = '7'*1_200_000
with self.assertRaises(ValueError) as err:
start = get_time()
# If not limited, 8 seconds in the Zen based cloud VM.
int(extra_huge)
seconds_to_fail_extra_huge = get_time() - start
self.assertIn('conversion', str(err.exception))
self.assertLess(seconds_to_fail_extra_huge, seconds_to_convert/8)

def test_power_of_two_bases_unlimited(self):
"""The limit does not apply to power of 2 bases."""
maxdigits = sys.get_int_max_str_digits()
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Original file line number Diff line number Diff line change
Expand Up @@ -11,4 +11,4 @@ limitation <int_max_str_digits>` documentation. The default limit is 4300
digits in string form.

Patch by Gregory P. Smith [Google] and Christian Heimes [Red Hat] with feedback
from Victor Stinner, Thomas Wouters, Steve Dower, and Ned Deily.
from Victor Stinner, Thomas Wouters, Steve Dower, Ned Deily, and Mark Dickinson.
26 changes: 22 additions & 4 deletions Objects/longobject.c
Original file line number Diff line number Diff line change
Expand Up @@ -36,7 +36,8 @@ medium_value(PyLongObject *x)
#define IS_SMALL_INT(ival) (-_PY_NSMALLNEGINTS <= (ival) && (ival) < _PY_NSMALLPOSINTS)
#define IS_SMALL_UINT(ival) ((ival) < _PY_NSMALLPOSINTS)

#define _MAX_STR_DIGITS_ERROR_FMT "Exceeds the limit (%d) for integer string conversion: value has %zd digits"
#define _MAX_STR_DIGITS_ERROR_FMT_TO_INT "Exceeds the limit (%d) for integer string conversion: value has %zd digits"
#define _MAX_STR_DIGITS_ERROR_FMT_TO_STR "Exceeds the limit (%d) for integer string conversion"

static inline void
_Py_DECREF_INT(PyLongObject *op)
Expand Down Expand Up @@ -1758,6 +1759,23 @@ long_to_decimal_string_internal(PyObject *aa,
size_a = Py_ABS(Py_SIZE(a));
negative = Py_SIZE(a) < 0;

/* quick and dirty pre-check for overflowing the decimal digit limit,
based on the inequality 10/3 >= log2(10)
explanation in https://github.com/python/cpython/pull/96537
*/
if (size_a >= 10 * _PY_LONG_MAX_STR_DIGITS_THRESHOLD
/ (3 * PyLong_SHIFT) + 2) {
PyInterpreterState *interp = _PyInterpreterState_GET();
int max_str_digits = interp->int_max_str_digits;
if ((max_str_digits > 0) &&
(max_str_digits / (3 * PyLong_SHIFT) <= (size_a - 11) / 10)) {
PyErr_Format(PyExc_ValueError, _MAX_STR_DIGITS_ERROR_FMT_TO_STR,
max_str_digits);
return -1;
}
}

/* quick and dirty upper bound for the number of digits
required to express a in base _PyLong_DECIMAL_BASE:
Expand Down Expand Up @@ -1823,8 +1841,8 @@ long_to_decimal_string_internal(PyObject *aa,
Py_ssize_t strlen_nosign = strlen - negative;
if ((max_str_digits > 0) && (strlen_nosign > max_str_digits)) {
Py_DECREF(scratch);
PyErr_Format(PyExc_ValueError, _MAX_STR_DIGITS_ERROR_FMT,
max_str_digits, strlen_nosign);
PyErr_Format(PyExc_ValueError, _MAX_STR_DIGITS_ERROR_FMT_TO_STR,
max_str_digits);
return -1;
}
}
Expand Down Expand Up @@ -2498,7 +2516,7 @@ digit beyond the first.
PyInterpreterState *interp = _PyInterpreterState_GET();
int max_str_digits = interp->int_max_str_digits;
if ((max_str_digits > 0) && (digits > max_str_digits)) {
PyErr_Format(PyExc_ValueError, _MAX_STR_DIGITS_ERROR_FMT,
PyErr_Format(PyExc_ValueError, _MAX_STR_DIGITS_ERROR_FMT_TO_INT,
max_str_digits, digits);
return NULL;
}
Expand Down

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