Created
February 19, 2019 15:33
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package test; | |
import java.util.ArrayList; | |
import java.util.HashMap; | |
import java.util.List; | |
import java.util.Map; | |
import java.util.Random; | |
import java.util.stream.IntStream; | |
public class Log2vsApproxLog2 { | |
public static void main(String[] args) { | |
final int TOTAL_REPETITIONS = 1000; | |
final int RUNS = 10; | |
final int REPEATS_PER_RUN = 100000; | |
final int WARMUPS = 5; | |
final int ARRAY_SIZE = 100000000; | |
Map<String, List<Long>> totalStats = new HashMap<>(); | |
for(int mode=0; mode<2; mode++) { | |
String key = mode%2 == 0 ? "log2" : "approxLog2"; | |
totalStats.put(key, new ArrayList<Long>()); | |
} | |
IntStream.range(0, TOTAL_REPETITIONS + WARMUPS).sequential().forEach(repetition -> { | |
Random r = new Random(System.currentTimeMillis()); | |
Timer timer = new Timer(); | |
double[] randoms = new double[ARRAY_SIZE]; | |
for(int i=0; i<randoms.length; i++) | |
randoms[i] = r.nextDouble(); | |
System.out.println(String.format("\ngenerating %d random double values took %d ms", randoms.length, timer.durationAsMilliS())); | |
Map<String, List<Long>> runStats = new HashMap<>(); | |
Timer nt; | |
for(int mode=0; mode<2; mode++) { | |
String key = (mode + repetition) %2 == 0 ? "log2" : "approxLog2"; | |
if(!runStats.containsKey(key)) | |
runStats.put(key, new ArrayList<Long>()); | |
for(int run = 0; run < RUNS + WARMUPS; run++) { | |
if(key.equals("log2")) { | |
nt = new Timer(); | |
for(int i=0; i<REPEATS_PER_RUN; i++) | |
for(double d: randoms) | |
log2(d); | |
long time = nt.durationAsNanoS(); | |
if(run >= WARMUPS) | |
runStats.get(key).add(time); | |
} else { | |
nt = new Timer(); | |
for(int i=0; i<REPEATS_PER_RUN; i++) | |
for(double d: randoms) | |
approxLog2(d); | |
long time = nt.durationAsNanoS(); | |
if(run >= WARMUPS) | |
runStats.get(key).add(time); | |
} | |
} | |
} | |
if(repetition >= WARMUPS) { | |
System.out.println("Stats: " + runStats); | |
for(String key: runStats.keySet()) { | |
long average = (long)runStats.get(key).stream().mapToLong((x) -> x).summaryStatistics().getAverage(); | |
totalStats.get(key).add(average); | |
System.out.println("Average time for " + key + " -> " + average + " ns"); | |
} | |
} else { | |
System.out.println("warmup round"); | |
} | |
}); | |
System.out.println("\n\nFINAL RESULTS FOR " + TOTAL_REPETITIONS + " REPETITIONS"); | |
for(String key: totalStats.keySet()) | |
System.out.println(String.format("Total Stats time for %s -> %s", key, totalStats.get(key).stream().mapToLong((x) -> x).summaryStatistics())); | |
} | |
static final double lg2 = Math.log(2); | |
public static double log2(double n) { | |
return (Math.log(n) / lg2); | |
} | |
public static double approxLog2(double value) { | |
final long valueBits = Double.doubleToRawLongBits(value); | |
final long exponent = ((valueBits & 0x7ff0_0000_0000_0000L) >>> 52) - 1024; | |
final double m = Double.longBitsToDouble((valueBits & 0x800fffffffffffffL) | 0x3ff0000000000000L); | |
return (m * (2 - (1.0 / 3) * m) + exponent - (2.0 / 3.0)); | |
} | |
static class Timer { | |
final static long KILO = 1000L; | |
private long start; | |
public Timer() { | |
start = System.nanoTime(); | |
} | |
public long durationAsNanoS() { | |
return System.nanoTime() - start; | |
} | |
public long durationAsMicroS() { | |
return durationAsNanoS()/KILO; | |
} | |
public long durationAsMilliS() { | |
return durationAsMicroS()/KILO; | |
} | |
} | |
} |
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