Reason About Dependency Loading with Topological Sort

Quick Overview

Explain dependency loading with graph construction, topological sorting, cycle detection, and explicit handling of multiple valid load orders.

Reason About Dependency Loading with Topological Sort

Company: Robinhood

Role: Software Engineer

Category: Software Engineering Fundamentals

Difficulty: medium

Interview Round: Technical Screen

# Reason About Dependency Loading with Topological Sort Explain how to build a graph from dependency relationships and compute a valid load order with topological sorting. Because the source does not define a unique order or the exact pair orientation, state the interface questions that must be settled before returning an executable result. ### Constraints & Assumptions - A component must load only after all of its prerequisites. - Independent components may admit several valid load orders. - A dependency cycle prevents a complete valid ordering. ### Clarifying Questions to Ask - Does a pair `[a, b]` mean that `a` depends on `b`, or the reverse? - Must all named components, including isolated ones, appear in the result? - May any valid order be returned, and how should a cycle be reported? ```hint Define edge direction first Choose an edge convention that makes indegree count unresolved prerequisites, then keep it consistent through validation. ``` ### What a Strong Answer Covers - Graph and indegree construction under an explicit pair convention. - Kahn's algorithm or depth-first topological sorting and cycle detection. - Recognition that several zero-indegree choices yield several correct orders. - Complexity, duplicate edges, isolated nodes, and result validation. ### Follow-up Questions 1. How would you determine whether the load order is unique? 2. How would you update the order after one dependency edge is added?

Overview: Explain dependency loading with graph construction, topological sorting, cycle detection, and explicit handling of multiple valid load orders.

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Aug 16, 2026
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Reason About Dependency Loading with Topological Sort

Explain how to build a graph from dependency relationships and compute a valid load order with topological sorting. Because the source does not define a unique order or the exact pair orientation, state the interface questions that must be settled before returning an executable result.

Constraints & Assumptions

  • A component must load only after all of its prerequisites.
  • Independent components may admit several valid load orders.
  • A dependency cycle prevents a complete valid ordering.

Clarifying Questions to Ask Guidance

  • Does a pair [a, b] mean that a depends on b , or the reverse?
  • Must all named components, including isolated ones, appear in the result?
  • May any valid order be returned, and how should a cycle be reported?

What a Strong Answer Covers Guidance

  • Graph and indegree construction under an explicit pair convention.
  • Kahn's algorithm or depth-first topological sorting and cycle detection.
  • Recognition that several zero-indegree choices yield several correct orders.
  • Complexity, duplicate edges, isolated nodes, and result validation.

Follow-up Questions Guidance

  1. How would you determine whether the load order is unique?
  2. How would you update the order after one dependency edge is added?
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