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 Bookshelf topics
Following the steps described in Chapter 6 of the book, I’m stuck with running the migration as described on page 84:
bundle exec sequel...
New
Hello Brian,
I have some problems with running the code in your book. I like the style of the book very much and I have learnt a lot as...
New
Hi,
build fails on:
bracket-lib = “~0.8.1”
when running on Mac Mini M1 Rust version 1.5.0:
Compiling winit v0.22.2
error[E0308]: mi...
New
I can’t setup the Rails source code. This happens in a working directory containing multiple (postgres) Rails apps.
With:
ruby-3.0.0
s...
New
A Common-Sense Guide to Data Structures and Algorithms, Second Edition by Jay Wengrow @jaywengrow
Hi,
I have the paperback version of t...
New
The test is as follows:
Scenario: Intersecting a scaled sphere with a ray
Given r ← ray(point(0, 0, -5), vector(0, 0, 1))
And s ← sphere...
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
Hi, I need some help, I’m new to rust and was learning through your book. but I got stuck at the last stage of distribution. Whenever I t...
New
Docker-Machine became part of the Docker Toolbox, which was deprecated in 2020, long after Docker Desktop supported Docker Engine nativel...
New
From page 13:
On Python 3.7, you can install the libraries with pip by running these commands inside a Python venv using Visual Studio ...
New
Other popular topics
Reading something? Working on something? Planning something? Changing jobs even!?
If you’re up for sharing, please let us know what you’...
New
A thread that every forum needs!
Simply post a link to a track on YouTube (or SoundCloud or Vimeo amongst others!) on a separate line an...
New
We have a thread about the keyboards we have, but what about nice keyboards we come across that we want? If you have seen any that look n...
New
This looks like a stunning keycap set :orange_heart:
A LEGENDARY KEYBOARD LIVES ON
When you bought an Apple Macintosh computer in the e...
New
Learn different ways of writing concurrent code in Elixir and increase your application's performance, without sacrificing scalability or...
New
Create efficient, elegant software tests in pytest, Python's most powerful testing framework.
Brian Okken @brianokken
Edited by Kat...
New
Programming Ruby is the most complete book on Ruby, covering both the language itself and the standard library as well as commonly used t...
New
zig/http.zig at 7cf2cbb33ef34c1d211135f56d30fe23b6cacd42 · ziglang/zig.
General-purpose programming language and toolchain for maintaini...
New
Will Swifties’ war on AI fakes spark a deepfake porn reckoning?
New
A concise guide to MySQL 9 database administration, covering fundamental concepts, techniques, and best practices.
Neil Smyth
MySQL...
New
Categories:
Sub Categories:
Popular Portals
- /elixir
- /rust
- /wasm
- /ruby
- /erlang
- /phoenix
- /keyboards
- /python
- /js
- /rails
- /security
- /go
- /swift
- /vim
- /clojure
- /java
- /emacs
- /haskell
- /svelte
- /onivim
- /typescript
- /kotlin
- /c-plus-plus
- /crystal
- /tailwind
- /react
- /gleam
- /ocaml
- /flutter
- /elm
- /vscode
- /ash
- /html
- /opensuse
- /zig
- /deepseek
- /centos
- /php
- /scala
- /react-native
- /lisp
- /textmate
- /sublime-text
- /nixos
- /debian
- /agda
- /django
- /deno
- /kubuntu
- /arch-linux
- /nodejs
- /revery
- /ubuntu
- /spring
- /manjaro
- /diversity
- /julia
- /lua
- /markdown
- /v









