
dtonhofer
Functional Programming in Java, Second Edition: Chapter 8: Hard-to-understand "Memoizer" can be made easy-to-understand by adding an "intermediate step" explainer
I had real trouble understanding the “memoizer”, I suppose Java syntax does not help in thinking about what should be a one-liner in Lambda calculus.
But after a couple of hours of thinking, it occurred to me that the “memoizing” code is just the end result of four simple transformations of the non-memoized code.
Suggesting to extend the text to explain it that way.
Here they are, based on the book’s code with some renaming of methods and parameters to make them more meaningful (at least to me):
The code below does not come with runnable code, which I will post separately.
RodCuttingOptimizer.java
package chapter8.rodcutting.book;
import java.util.Collections;
import java.util.HashMap;
import java.util.Map;
import java.util.function.BiFunction;
import java.util.function.Function;
import java.util.stream.IntStream;
class RodCuttingOptimizer {
private final Map<Integer, Integer> pricingMap;
public RodCuttingOptimizer(final Map<Integer, Integer> pricingMap) {
this.pricingMap = Collections.unmodifiableMap(pricingMap);
}
// STEP 0:
// The initial solution as per the book.
public int maxProfitNaive(final int length) {
final int profitIfNotCut = pricingMap.getOrDefault(length, 0);
// dual recursive call!
final int maxProfitIfCut = IntStream.rangeClosed(1, length / 2)
.map(left -> maxProfitNaive(left) + maxProfitNaive(length - left))
.max()
.orElse(0); // if there is no value because the original IntStream is empty, use 0
return Math.max(profitIfNotCut, maxProfitIfCut);
}
// STEP 1:
// As above, but indirect, with the recursive descent in
// maxProfitIndirectInner() calling the function passed as argument #1.
// In this case, the topmost function.
// The call basically means "go do your work and call me with a smaller length on recursive descent"
public int maxProfitIndirect(final int length) {
return maxProfitIndirectInner(this::maxProfitIndirect, length);
}
// STEP 2:
// As above, but we do not want the *topmost* function to
// be called on recursive descent, but instead *another function* that we create locally.
public int maxProfitIndirectDetachedFromTop(final int length) {
final Function<Integer, Integer> shimFunction = new Function<>() {
public Integer apply(final Integer length2) {
// "this" is exactly the "shimFunction"
return maxProfitIndirectInner(this, length2);
}
};
// kickstart the recursive descent
return shimFunction.apply(length);
}
// STEP 2 WHICH WE CAN'T HAVE
// We cannot write the above like this in Java as there is no way to
// put anything into the $MYSELF$ hole, we would need a "Y Combinator" for that (I think)
/*
public int maxProfitDoublyIndirect2(final int length) {
Function<Integer, Integer> shimFunction = (Integer input) -> maxProfitIndirectInner($MYSELF$, length);
return shimFunction.apply(length);
}
*/
// STEP 3:
// As above, but now we are memoizing with a HashMap local to the "shimFunction".
// Note that if stream processing actually parallelizes its processing, we are
// in trouble as the access to the HasMap is not synchronized. So beware!
public int maxProfitIndirectMemoizing(final int length) {
final Function<Integer, Integer> shimFunction = new Function<>() {
private final Map<Integer, Integer> store = new HashMap<>();
public Integer apply(final Integer length2) {
if (!store.containsKey(length2)) {
int value = maxProfitIndirectInner(this, length2);
store.put(length2, value);
}
return store.get(length2);
}
};
// kickstart the recursive descent
return shimFunction.apply(length);
}
// STEP 4:
// As per the book, we can "factor out" the memoizing shim function into an (inner) class.
// In the book, this is called maxProfit().
private static class Memoizer {
public static <T, R> R memoize(final BiFunction<Function<T, R>, T, R> innerFunction, final T input) {
// An anonymous class implementing an interface!
// Containing a cache ("store") as a Map<T,R>
Function<T, R> memoizedFunction = new Function<>() {
private final Map<T, R> store = new HashMap<>();
public R apply(final T input) {
if (!store.containsKey(input)) {
store.put(input, innerFunction.apply(this, input));
}
return store.get(input);
}
};
return memoizedFunction.apply(input);
}
}
public int maxProfitIndirectMemoizingUsingMemoizer(final int length) {
// https://docs.oracle.com/javase/8/docs/api/java/util/function/BiFunction.html
// BiFunction<Function<Integer, Integer>, Integer, Integer> biFunction = this::maxProfitIndirectInner;
return Memoizer.memoize(this::maxProfitIndirectInner, length);
}
// The method that uses the "indirect" function.
//
// In the book, it is called "computeMaxProfit()"
// and "indirect" is called "memoizedFunction" (which is not entirely true as this is not
// properly the memoized function)
//
// "maxProfitIndirectInner" can be mapped to a java.util.function.BiFunction
// that maps the following types and roles:
//
// ( <Function<Integer, Integer> , Integer ) -> Integer
//
// ( [the "indirect function"] , [rod length] ) -> [max profit]
//
// In ML notation this would be simpler:
//
// ( Integer -> Integer ) -> Integer -> Integer
//
// This function is only "not static" in this example because its context (i.e. "this")
// contains the "pricingMap", which could also be passed as a separate parameter instead.
private int maxProfitIndirectInner(final Function<Integer, Integer> indirect, final int length) {
final int profitIfNotCut = pricingMap.getOrDefault(length, 0);
// dual recursive call!
final int maxProfitIfCut = IntStream.rangeClosed(1, length / 2)
.map(left -> indirect.apply(left) + indirect.apply(length - left))
.max()
.orElse(0); // if there is no value because the original IntStream is empty, use 0
return Math.max(profitIfNotCut, maxProfitIfCut);
}
}
Popular Pragmatic topics

Title: Web Development with Clojure, Third Edition - migrations/create not working: p159
When I execute the command:
user=> (create-...
New

Page 28: It implements io.ReaderAt on the store type.
Sorry if it’s a dumb question but was the io.ReaderAt supposed to be io.ReadAt?
...
New

@noelrappin
Running the webpack dev server, I receive the following warning:
ERROR in tsconfig.json
TS18003: No inputs were found in c...
New

I’m a newbie to Rails 7 and have hit an issue with the bin/Dev script mentioned on pages 112-113.
Iteration A1 - Seeing the list of prod...
New

It seems the second code snippet is missing the code to set the current_user:
current_user: Accounts.get_user_by_session_token(session["...
New

The allprojects block listed on page 245 produces the following error when syncing gradle:
“org.gradle.api.GradleScriptException: A prob...
New

Hi, I’ve got a question about the implementation of PubSub when using a Phoenix.Socket.Transport behaviour rather than channels.
Before ...
New

AWDWR 7, page 152, page 153:
Hello everyone,
I’m a little bit lost on the hotwire part. I didn’t fully understand it.
On page 152 @rub...
New

I am using Android Studio Chipmunk | 2021.2.1 Patch 2
Build #AI-212.5712.43.2112.8815526, built on July 10, 2022
Runtime version: 11.0....
New

I got this error when executing the plot files on macOS Ventura 13.0.1 with Python 3.10.8 and matplotlib 3.6.1:
programming_ML/code/03_...
New
Other popular topics

I’ve been really enjoying obsidian.md:
It is very snappy (even though it is based on Electron). I love that it is all local by defaul...
New
New
New

Inside our android webview app, we are trying to paste the copied content from another app eg (notes) using navigator.clipboard.readtext ...
New

Author Spotlight:
Tammy Coron
@Paradox927
Gaming, and writing games in particular, is about passion, vision, experience, and immersio...
New

Author Spotlight:
Peter Ullrich
@PJUllrich
Data is at the core of every business, but it is useless if nobody can access and analyze ...
New

Author Spotlight:
Sophie DeBenedetto
@SophieDeBenedetto
The days of the traditional request-response web application are long gone, b...
New

If you’re getting errors like this:
psql: error: connection to server on socket “/tmp/.s.PGSQL.5432” failed: No such file or directory ...
New

This is cool!
DEEPSEEK-V3 ON M4 MAC: BLAZING FAST INFERENCE ON APPLE SILICON
We just witnessed something incredible: the largest open-s...
New

This is a very quick guide, you just need to:
Download LM Studio: https://lmstudio.ai/
Click on search
Type DeepSeek, then select the o...
New
Latest in PragProg
Latest (all)
Categories:
Popular Portals
- /elixir
- /rust
- /wasm
- /ruby
- /erlang
- /phoenix
- /keyboards
- /js
- /rails
- /python
- /security
- /go
- /swift
- /vim
- /clojure
- /java
- /haskell
- /emacs
- /svelte
- /onivim
- /typescript
- /crystal
- /c-plus-plus
- /tailwind
- /kotlin
- /gleam
- /react
- /flutter
- /elm
- /ocaml
- /vscode
- /opensuse
- /ash
- /centos
- /php
- /deepseek
- /scala
- /zig
- /html
- /debian
- /nixos
- /lisp
- /agda
- /react-native
- /textmate
- /sublime-text
- /kubuntu
- /arch-linux
- /revery
- /ubuntu
- /manjaro
- /spring
- /django
- /diversity
- /nodejs
- /lua
- /slackware
- /julia
- /c
- /neovim