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