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fix: guard against overflow in sse backoff calculation #455

Merged
merged 11 commits into from
Oct 8, 2024
Merged
1 change: 1 addition & 0 deletions libs/server-sent-events/src/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -11,6 +11,7 @@ add_library(${LIBNAME} OBJECT
parser.cpp
event.cpp
error.cpp
backoff_detail.cpp
backoff.cpp)

target_link_libraries(${LIBNAME}
Expand Down
35 changes: 17 additions & 18 deletions libs/server-sent-events/src/backoff.cpp
Original file line number Diff line number Diff line change
@@ -1,22 +1,14 @@
#include "backoff.hpp"
#include "backoff_detail.hpp"

static double const kDefaultJitterRatio = 0.5;
static const std::chrono::milliseconds kDefaultResetInterval =
std::chrono::milliseconds{60'000};
static constexpr double kDefaultJitterRatio = 0.5;
static constexpr auto kDefaultResetInterval = std::chrono::milliseconds{60'000};

namespace launchdarkly::sse {

std::chrono::milliseconds Backoff::calculate_backoff() {
return initial_ * static_cast<uint64_t>(std::pow(2, attempt_ - 1));
}

std::chrono::milliseconds Backoff::jitter(std::chrono::milliseconds base) {
return std::chrono::milliseconds(static_cast<uint64_t>(
base.count() - (random_(jitter_ratio_) * base.count())));
}

std::chrono::milliseconds Backoff::delay() {
return jitter(std::min(calculate_backoff(), max_));
std::chrono::milliseconds Backoff::delay() const {
return detail::delay(initial_, max_, attempt_, max_exponent_, jitter_ratio_,
random_);
}

void Backoff::fail() {
Expand Down Expand Up @@ -50,12 +42,20 @@ Backoff::Backoff(std::chrono::milliseconds initial,
double jitter_ratio,
std::chrono::milliseconds reset_interval,
std::function<double(double ratio)> random)
: attempt_(1),
initial_(initial),
: initial_(initial),
max_(max),
// This is necessary to constrain the exponent that is passed eventually
// into std::pow. Otherwise, we'll be operating with a number that is too
// large to be represented as a chrono::milliseconds and (depending on the
// platform) may result in a value of 0, negative, or some other
// unexpected value.
max_exponent_(std::ceil(
std::log2(max.count() / std::max(std::chrono::milliseconds{1}.count(),
initial.count())))),
attempt_(1),
jitter_ratio_(jitter_ratio),
reset_interval_(reset_interval),
random_(random) {}
random_(std::move(random)) {}

Backoff::Backoff(std::chrono::milliseconds initial,
std::chrono::milliseconds max)
Expand All @@ -68,5 +68,4 @@ Backoff::Backoff(std::chrono::milliseconds initial,
0.0, kDefaultJitterRatio);
return distribution(this->random_gen_);
}) {}

} // namespace launchdarkly::sse
28 changes: 5 additions & 23 deletions libs/server-sent-events/src/backoff.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,6 @@
#include <random>

namespace launchdarkly::sse {

/**
* Implements an algorithm for calculating the delay between connection
* attempts.
Expand Down Expand Up @@ -52,35 +51,18 @@ class Backoff {
/**
* Get the current reconnect delay.
*/
std::chrono::milliseconds delay();
[[nodiscard]] std::chrono::milliseconds delay() const;

private:
/**
* Calculate an exponential backoff based on the initial retry time and
* the current attempt.
*
* @param attempt The current attempt count.
* @param initial The initial retry delay.
* @return The current backoff based on the number of attempts.
*/
std::chrono::milliseconds calculate_backoff();

/**
* Produce a jittered version of the base value. This value will be adjusted
* randomly to be between 50% and 100% of the input duration.
*
* @param base The base duration to jitter.
* @return The jittered duration.
*/
std::chrono::milliseconds jitter(std::chrono::milliseconds base);

std::chrono::milliseconds initial_;
std::chrono::milliseconds max_;
uint64_t attempt_;

std::uint64_t max_exponent_;
std::uint64_t attempt_;
std::optional<std::chrono::time_point<std::chrono::system_clock>>
active_since_;
double const jitter_ratio_;
const std::chrono::milliseconds reset_interval_;
std::chrono::milliseconds const reset_interval_;
// Default random generator. Used when random method not specified.
std::function<double(double ratio)> random_;
std::default_random_engine random_gen_;
Expand Down
35 changes: 35 additions & 0 deletions libs/server-sent-events/src/backoff_detail.cpp
Original file line number Diff line number Diff line change
@@ -0,0 +1,35 @@
#include "backoff_detail.hpp"

#include <algorithm>
#include <cmath>

namespace launchdarkly::sse::detail {
std::chrono::milliseconds calculate_backoff(
std::chrono::milliseconds const initial,
std::uint64_t const attempt,
std::uint64_t const max_exponent) {
std::uint64_t const exponent = std::min(attempt - 1, max_exponent);
double const exponentiated = std::pow(2, exponent);
return initial * static_cast<uint64_t>(exponentiated);
}

std::chrono::milliseconds jitter(std::chrono::milliseconds const base,
double const jitter_ratio,
std::function<double(double)> const& random) {
double const jitter = random(jitter_ratio);
auto const base_as_double = static_cast<double>(base.count());
double const jittered_base = base_as_double - jitter * base_as_double;
return std::chrono::milliseconds(static_cast<uint64_t>(jittered_base));
}

std::chrono::milliseconds delay(std::chrono::milliseconds const initial,

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/libs/server-sent-events/src/backoff_detail.cpp:25:33 [bugprone-easily-swappable-parameters]

2 adjacent parameters of 'delay' of similar type ('const std::chrono::milliseconds') are easily swapped by mistake
std::chrono::milliseconds const max,
std::uint64_t const attempt,
std::uint64_t const max_exponent,

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/libs/server-sent-events/src/backoff_detail.cpp:28:33 [bugprone-easily-swappable-parameters]

2 adjacent parameters of 'delay' of convertible types are easily swapped by mistake
double const jitter_ratio,
std::function<double(double)> const& random) {
auto const backoff = calculate_backoff(initial, attempt, max_exponent);
auto const constrained_backoff = std::min(backoff, max);
return jitter(constrained_backoff, jitter_ratio, random);
}
} // namespace launchdarkly::sse::detail
52 changes: 52 additions & 0 deletions libs/server-sent-events/src/backoff_detail.hpp
Original file line number Diff line number Diff line change
@@ -0,0 +1,52 @@
#pragma once

#include <chrono>
#include <functional>

namespace launchdarkly::sse::detail {
/**
* Calculate an exponential backoff based on the initial retry time and
* the current attempt.
*
* @param initial The initial retry delay.
* @param attempt The current attempt count.
* @param max_exponent The maximum exponent to use in the calculation.
*
* @return The current backoff based on the number of attempts.
*/

std::chrono::milliseconds calculate_backoff(std::chrono::milliseconds initial,
std::uint64_t attempt,
std::uint64_t max_exponent);
/**
* Produce a jittered version of the base value. This value will be adjusted
* randomly to be between 50% and 100% of the input duration.
*
* @param base The base duration to jitter.
* @param jitter_ratio The ratio to use when jittering.
* @param random A random method which produces a value between 0 and
* jitter_ratio.
* @return The jittered duration.
*/
std::chrono::milliseconds jitter(std::chrono::milliseconds base,
double jitter_ratio,
std::function<double(double)> const& random);

/**
*
* @param initial The initial retry delay.
* @param max The maximum delay between retries.
* @param attempt The current attempt.
* @param max_exponent The maximum exponent to use in the calculation.
* @param jitter_ratio The ratio to use when jittering.
* @param random A random method which produces a value between 0 and
* jitter_ratio.
* @return The delay between connection attempts.
*/
std::chrono::milliseconds delay(std::chrono::milliseconds initial,
std::chrono::milliseconds max,
std::uint64_t attempt,
std::uint64_t max_exponent,
double jitter_ratio,
std::function<double(double)> const& random);
} // namespace launchdarkly::sse::detail
102 changes: 102 additions & 0 deletions libs/server-sent-events/tests/backoff_test.cpp
Original file line number Diff line number Diff line change
@@ -1,24 +1,26 @@
#include <gtest/gtest.h>

#include <numeric>
#include <thread>

#include "backoff.hpp"
#include "backoff_detail.hpp"

using launchdarkly::sse::Backoff;

// Demonstrate some basic assertions.
TEST(BackoffTests, DelayStartsAtInitial) {
Backoff backoff(
std::chrono::milliseconds{1000}, std::chrono::milliseconds{30000}, 0,

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1000 is a magic number; consider replacing it with a named constant

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/libs/server-sent-events/tests/backoff_test.cpp:14:68 [cppcoreguidelines-avoid-magic-numbers

30000 is a magic number; consider replacing it with a named constant
std::chrono::milliseconds{60000}, [](auto ratio) { return 0; });

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EXPECT_EQ(std::chrono::milliseconds{1000}, backoff.delay());
}

TEST(BackoffTests, ExponentialBackoffConsecutiveFailures) {
Backoff backoff(
std::chrono::milliseconds{1000}, std::chrono::milliseconds{30000}, 0,

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1000 is a magic number; consider replacing it with a named constant

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30000 is a magic number; consider replacing it with a named constant
std::chrono::milliseconds{60000}, [](auto ratio) { return 0; });

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EXPECT_EQ(1000, backoff.delay().count());
backoff.fail();
Expand All @@ -31,7 +33,7 @@

TEST(BackoffTests, RespectsMax) {
Backoff backoff(
std::chrono::milliseconds{1000}, std::chrono::milliseconds{2000}, 0,

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2000 is a magic number; consider replacing it with a named constant
std::chrono::milliseconds{60000}, [](auto ratio) { return 0; });

EXPECT_EQ(1000, backoff.delay().count());
Expand Down Expand Up @@ -94,3 +96,103 @@

EXPECT_EQ(8000, backoff.delay().count());
}

// This test specifically attempts to reproduce an overflow bug reported by a
// customer that occurred using default backoff parameters after 55 attempts.
TEST(BackoffTests, BackoffDoesNotOverflowAt55Attempts) {
Backoff backoff(
std::chrono::milliseconds{1000}, std::chrono::milliseconds{30000}, 0,
std::chrono::milliseconds{6000}, [](auto ratio) { return 0; });

constexpr std::size_t kAttemptsToReachMax = 5;
constexpr std::size_t kAttemptWhereOverflowOccurs = 54;

for (int i = 0; i < kAttemptsToReachMax; i++) {
backoff.fail();
}
// At 5 attempts, we've already reached maximum backoff, given the initial
// parameters.
EXPECT_EQ(std::chrono::milliseconds{30000}, backoff.delay());

// This should succeed even if the code was unprotected.
for (int i = 0; i < kAttemptWhereOverflowOccurs - kAttemptsToReachMax - 1;
i++) {
backoff.fail();
EXPECT_EQ(std::chrono::milliseconds{30000}, backoff.delay());
}

// This should trigger overflow in unprotected code.
backoff.fail();
EXPECT_EQ(std::chrono::milliseconds{30000}, backoff.delay());
}

class BackoffOverflowEndToEndTest
: public ::testing::TestWithParam<std::uint64_t> {};

// The purpose of this test is to simulate the SDK calling backoff.fail()
// over and over again.
//
// Given a large amount of failed attempts, the calculation should remain at
// the max backoff value and stay there.
//
// Since we can't simulate very large numbers of attempts (simply takes too
// long), the free functions that Backoff delegates to are tested separately.
TEST_P(BackoffOverflowEndToEndTest, BackoffDoesNotOverflowWithVariousAttempts) {
Backoff backoff(
std::chrono::milliseconds{1000}, std::chrono::milliseconds{30000}, 0,
std::chrono::milliseconds{60000}, [](auto ratio) { return 0; });

std::uint64_t const attempts = GetParam();

for (int i = 0; i < attempts; i++) {
backoff.fail();
}

auto const val = backoff.delay();
EXPECT_EQ(val, std::chrono::milliseconds{30000});
}

INSTANTIATE_TEST_SUITE_P(
VariousBackoffAttempts,
BackoffOverflowEndToEndTest,
::testing::Values<std::uint64_t>(10, 54, 55, 63, 64, 65, 500, 1000));

class BackoffOverflowUnitTest : public ::testing::TestWithParam<std::uint64_t> {
};

// This test performs a straight calculation of the backoff given
// a range of large values, including the maximum uint64_t which might be
// reached at the heat death of the universe (or earlier, if there's a bug.)
// It should not overflow, but remain at the max value.
TEST_P(BackoffOverflowUnitTest,
BackoffDoesNotOverflowWithVariousAttemptsInCalculateBackoff) {
std::uint64_t const attempts = GetParam();

constexpr std::uint64_t max_exponent = 5;

// Given an exponent of 5, and initial delay of 1ms, the max should be
// 2^5 = 32 for any amount of attempts > 5.

constexpr auto initial = std::chrono::milliseconds{1};
constexpr auto max = std::chrono::milliseconds{32};

auto const millisecondsA = launchdarkly::sse::detail::calculate_backoff(
initial, attempts, max_exponent);

ASSERT_EQ(millisecondsA, max);

// Given a random function that always returns 0, this should be identical
// to calling calculate_backoff.
auto const millisecondsB = launchdarkly::sse::detail::delay(
initial, max, attempts, max_exponent, 0, [](auto ratio) { return 0; });

ASSERT_EQ(millisecondsB, max);
}

INSTANTIATE_TEST_SUITE_P(VariousBackoffAttempts,
BackoffOverflowUnitTest,
::testing::Values<std::uint64_t>(
1000,
10000,
100000,
std::numeric_limits<std::uint64_t>::max()));
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