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Network Flow Example

This project provides a simple implementation and example of finding the maximum flow of a network.

This implements the Edmonds-Karp algorithm for Ford-Fulkerson using breadth-first search and an adjacency matrix representation of the network.

Utility class: MaxFlowExample

JUnit 5 Test class: MaxFlowExampleTest

Software Development Observation

Why use a Record?

The first draft used side-effects in Java, where a method modifies an object passed to it. The residualGraph array was passed into the method as a mutable object to be modified by the method. It is a simple way to "return" multiple pieces of information, in this case the int flow (return value) and the int[][] graph.

Argument Against Side-Effects (clean code)

Most modern programming paradigms (especially Functional Programming) argue for immutability. When a method modifies an object passed into it:

  • Predictability decreases: A developer might not expect their residualGraph array to be changed by a method that looks like a simple calculation.

  • Debugging becomes harder: If the graph state is wrong, you have to hunt down which method modified it.

  • Thread Safety: If multiple threads access that array, side-effects can lead to race conditions.

Why do we treat returning the parent array and the residualGraph differently?

There is a subtle but important distinction in how these two arrays function within the logic:

  • The parent array is "Transient": It is a temporary piece of scratchpad memory used only for a single iteration of a loop. It doesn't represent the "final result" of the algorithm; it's just a tool to get there.

  • The residualGraph is "Stateful": It represents the final state of the flow network. It is the data the user actually wants to inspect after the algorithm finishes.

    parent: Internal. Hidden inside the utility logic. The user of the class never sees it.

    residualGraph: External. User has to create this array just to call the method. User manages memory for the algorithm: Poor "encapsulation".


https://metrocs.github.io/NetworkFlow/

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Exploration of Network Flow Algorithms

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