[yul-phaser] SimulationRNG: Add bernoulliTrial()

This commit is contained in:
Kamil Śliwak
2020-02-16 02:18:21 +01:00
parent a8fa332a9c
commit f29d3655f7
3 changed files with 60 additions and 0 deletions
+51
View File
@@ -31,6 +31,57 @@ namespace solidity::phaser::test
BOOST_AUTO_TEST_SUITE(Phaser)
BOOST_AUTO_TEST_SUITE(RandomTest)
BOOST_AUTO_TEST_CASE(bernoulliTrial_should_produce_samples_with_right_expected_value_and_variance)
{
SimulationRNG::reset(1);
constexpr size_t numSamples = 10000;
constexpr double successProbability = 0.4;
constexpr double relativeTolerance = 0.05;
// For bernoulli distribution with success probability p: EX = p, VarX = p(1 - p)
constexpr double expectedValue = successProbability;
constexpr double variance = successProbability * (1 - successProbability);
vector<uint32_t> samples;
for (uint32_t i = 0; i < numSamples; ++i)
samples.push_back(static_cast<uint32_t>(SimulationRNG::bernoulliTrial(successProbability)));
BOOST_TEST(abs(mean(samples) - expectedValue) < expectedValue * relativeTolerance);
BOOST_TEST(abs(meanSquaredError(samples, expectedValue) - variance) < variance * relativeTolerance);
}
BOOST_AUTO_TEST_CASE(bernoulliTrial_can_be_reset)
{
constexpr size_t numSamples = 10;
constexpr double successProbability = 0.4;
SimulationRNG::reset(1);
vector<uint32_t> samples1;
for (uint32_t i = 0; i < numSamples; ++i)
samples1.push_back(static_cast<uint32_t>(SimulationRNG::bernoulliTrial(successProbability)));
vector<uint32_t> samples2;
for (uint32_t i = 0; i < numSamples; ++i)
samples2.push_back(static_cast<uint32_t>(SimulationRNG::bernoulliTrial(successProbability)));
SimulationRNG::reset(1);
vector<uint32_t> samples3;
for (uint32_t i = 0; i < numSamples; ++i)
samples3.push_back(static_cast<uint32_t>(SimulationRNG::bernoulliTrial(successProbability)));
SimulationRNG::reset(2);
vector<uint32_t> samples4;
for (uint32_t i = 0; i < numSamples; ++i)
samples4.push_back(static_cast<uint32_t>(SimulationRNG::bernoulliTrial(successProbability)));
BOOST_TEST(samples1 != samples2);
BOOST_TEST(samples1 == samples3);
BOOST_TEST(samples1 != samples4);
BOOST_TEST(samples2 != samples3);
BOOST_TEST(samples2 != samples4);
BOOST_TEST(samples3 != samples4);
}
BOOST_AUTO_TEST_CASE(uniformInt_returns_different_values_when_called_multiple_times)
{
SimulationRNG::reset(1);