From 7cd53b75c10831e01e288b01f63cab069d3e3035 Mon Sep 17 00:00:00 2001 From: Karsten Loesing Date: Mon, 8 Dec 2014 15:00:58 +0100 Subject: Add better support to obfuscate statistics. --- src/common/util.c | 45 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 45 insertions(+) (limited to 'src/common/util.c') diff --git a/src/common/util.c b/src/common/util.c index 50097dac93..c52b279f1c 100644 --- a/src/common/util.c +++ b/src/common/util.c @@ -513,6 +513,51 @@ round_uint64_to_next_multiple_of(uint64_t number, uint64_t divisor) return number; } +/** Return the lowest x in [INT64_MIN, INT64_MAX] such that x is at least + * number, and x modulo divisor == 0. */ +int64_t +round_int64_to_next_multiple_of(int64_t number, int64_t divisor) +{ + tor_assert(divisor > 0); + if (number >= 0 && INT64_MAX - divisor + 1 >= number) + number += divisor - 1; + number -= number % divisor; + return number; +} + +/** Transform a random value p from the uniform distribution in + * [0.0, 1.0[ into a Laplace distributed value with location parameter + * mu and scale parameter b in [-Inf, Inf[. */ +double +sample_laplace_distribution(double mu, double b, double p) +{ + tor_assert(p >= 0.0 && p < 1.0); + /* This is the "inverse cumulative distribution function" from: + * http://en.wikipedia.org/wiki/Laplace_distribution */ + return mu - b * (p > 0.5 ? 1.0 : -1.0) + * tor_mathlog(1.0 - 2.0 * fabs(p - 0.5)); +} + +/** Add random noise between INT64_MIN and INT64_MAX coming from a + * Laplace distribution with mu = 0 and b = delta_f/epsilon + * to signal based on the provided random value in + * [0.0, 1.0[. */ +int64_t +add_laplace_noise(int64_t signal, double random, double delta_f, + double epsilon) +{ + /* cast to int64_t intended */ + int64_t noise = sample_laplace_distribution( + 0.0, /* just add noise, no further signal */ + delta_f / epsilon, random); + if (noise > 0 && INT64_MAX - noise < signal) + return INT64_MAX; + else if (noise < 0 && INT64_MIN - noise > signal) + return INT64_MIN; + else + return signal + noise; +} + /** Return the number of bits set in v. */ int n_bits_set_u8(uint8_t v) -- cgit v1.2.3-54-g00ecf