public void EDRlongPeriodsOfInactivityShouldNotCorruptSamplingState()
        {
            TestClock clock = new TestClock();
            TestScheduler scheduler = new TestScheduler(clock);

            ExponentiallyDecayingReservoir reservoir = new ExponentiallyDecayingReservoir(10, 0.015, clock, scheduler);

            // add 1000 values at a rate of 10 values/second
            for (int i = 0; i < 1000; i++)
            {
                reservoir.Update(1000 + i);
                clock.Advance(TimeUnit.Milliseconds, 100);
            }

            reservoir.Snapshot.Size.Should().Be(10);
            reservoir.Snapshot.Values.Should().OnlyContain(v => 1000 <= v && v < 2000);

            // wait for 15 hours and add another value.
            // this should trigger a rescale. Note that the number of samples will be reduced to 2
            // because of the very small scaling factor that will make all existing priorities equal to
            // zero after rescale.
            clock.Advance(TimeUnit.Hours, 15);
            reservoir.Update(2000);
            var snapshot = reservoir.Snapshot;
            snapshot.Size.Should().Be(2);
            snapshot.Values.Should().OnlyContain(v => 1000 <= v && v < 3000);

            // add 1000 values at a rate of 10 values/second
            for (int i = 0; i < 1000; i++)
            {
                reservoir.Update(3000 + i);
                clock.Advance(TimeUnit.Milliseconds, 100);
            }

            var finalSnapshot = reservoir.Snapshot;

            finalSnapshot.Size.Should().Be(10);
            // TODO: double check the Skip first value - sometimes first value is 2000 - which might or not be correct
            finalSnapshot.Values.Skip(1).Should().OnlyContain(v => 3000 <= v && v < 4000);
        }
        public void EDRaHeavilyBiasedReservoirOf100OutOf1000Elements()
        {
            ExponentiallyDecayingReservoir reservoir = new ExponentiallyDecayingReservoir(1000, 0.01);
            for (int i = 0; i < 100; i++)
            {
                reservoir.Update(i);
            }

            reservoir.Size.Should().Be(100);
            var snapshot = reservoir.Snapshot;
            snapshot.Size.Should().Be(100);
            snapshot.Values.Should().OnlyContain(v => 0 <= v && v < 100);
        }