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
In Chapter 3, the source for index introduces Config on page 31, followed by more code including tests; Config isn’t introduced until pag...
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
Title: Web Development with Clojure, Third Edition, pg 116
Hi - I just started chapter 5 and I am stuck on page 116 while trying to star...
New
Hi @Margaret ,
On page VII the book tells us the example and snippets will be all using Elixir version 1.11
But on page 3 almost the en...
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
Hello! Thanks for the great book.
I was attempting the Trie (chap 17) exercises and for number 4 the solution provided for the autocorre...
New
When I run the coverage example to report on missing lines, I get:
pytest --cov=cards --report=term-missing ch7
ERROR: usage: pytest [op...
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
Title: Agile Web Development with Rails 7: (page 70)
I am running windows 11 pro with rails 7.0.3 and ruby 3.1.2p20 (2022-04-12 revision...
New
Other popular topics
Write Elixir tests that you can be proud of. Dive into Elixir’s test philosophy and gain mastery over the terminology and concepts that u...
New
What chair do you have while working… and why?
Is there a ‘best’ type of chair or working position for developers?
New
poll
poll
Be sure to check out @Dusty’s article posted here: An Introduction to Alternative Keyboard Layouts It’s one of the best write-...
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
Hello everyone! This thread is to tell you about what authors from The Pragmatic Bookshelf are writing on Medium.
New
Hi folks,
I don’t know if I saw this here but, here’s a new programming language, called Roc
Reminds me a bit of Elm and thus Haskell. ...
New
If you get Can't find emacs in your PATH when trying to install Doom Emacs on your Mac you… just… need to install Emacs first! :lol:
bre...
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
Hair Salon Games for Girls Fun
Girls Hair Saloon game is mainly developed for kids. This game allows users to select virtual avatars to ...
New
Categories:
Sub Categories:
Popular Portals
- /elixir
- /rust
- /wasm
- /ruby
- /erlang
- /phoenix
- /keyboards
- /python
- /js
- /rails
- /security
- /go
- /swift
- /vim
- /clojure
- /emacs
- /haskell
- /java
- /svelte
- /onivim
- /typescript
- /kotlin
- /c-plus-plus
- /crystal
- /tailwind
- /react
- /gleam
- /ocaml
- /elm
- /flutter
- /vscode
- /ash
- /html
- /opensuse
- /zig
- /centos
- /deepseek
- /php
- /scala
- /react-native
- /lisp
- /textmate
- /sublime-text
- /nixos
- /debian
- /agda
- /django
- /deno
- /kubuntu
- /arch-linux
- /nodejs
- /revery
- /ubuntu
- /spring
- /manjaro
- /lua
- /diversity
- /julia
- /markdown
- /v








