What are the different techniques for memoization in Java? [closed]
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Improve this questionI know of this one http://onjava.com/pub/a/onjava/2003/08/20/memoization.html but is there anything else?
To memoize functions without parameters, use Guava's Suppliers.memoize(Supplier)
. For functions with parameters, use CacheBuilder.build(CacheLoader)
with parameter value objects as keys.
Yes. Use caches from Guava.
Example:
import java.math.BigInteger;
import com.google.common.base.Preconditions;
import com.google.common.cache.CacheBuilder;
import com.google.common.cache.CacheLoader;
import com.google.common.cache.LoadingCache;
public class Fibonacci {
private static final LoadingCache<Integer, BigInteger> CACHE
= CacheBuilder.newBuilder().build(CacheLoader.from(Fibonacci::fib));
public static BigInteger fib(int n) {
Preconditions.checkArgument(n >= 0);
switch (n) {
case 0:
return BigInteger.ZERO;
case 1:
return BigInteger.ONE;
default:
return CACHE.getUnchecked(n - 1).add(CACHE.getUnchecked(n - 2));
}
}
}
Memoization is also easy with plain simple typesafe Java.
You can do it from scratch with the following reusable classes.
I use these as caches whose lifespan are the request on a webapp.
Of course use the Guava MapMaker
if you need an eviction strategy or more features like synchronization.
If you need to memoize a method with many parameters, just put the parameters in a list with both techniques, and pass that list as the single parameter.
abstract public class Memoize0<V> {
//the memory
private V value;
public V get() {
if (value == null) {
value = calc();
}
return value;
}
/**
* will implement the calculation that
* is to be remembered thanks to this class
*/
public abstract V calc();
}
abstract public class Memoize1<P, V> {
//The memory, it maps one calculation parameter to one calculation result
private Map<P, V> values = new HashMap<P, V>();
public V get(P p) {
if (!values.containsKey(p)) {
values.put(p, calc(p));
}
return values.get(p);
}
/**
* Will implement the calculations that are
* to be remembered thanks to this class
* (one calculation per distinct parameter)
*/
public abstract V calc(P p);
}
And this is used like this
Memoize0<String> configProvider = new Memoize0<String>() {
@Override
public String calc() {
return fetchConfigFromVerySlowDatabase();
}
};
final String config = configProvider.get();
Memoize1<Long, String> usernameProvider = new Memoize1<Long, String>() {
@Override
public String calc(Long id) {
return fetchUsernameFromVerySlowDatabase(id);
}
};
final String username = usernameProvider.get(123L);
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