← Microsoft Interview Insights
The add/remove/contains part is basically just a HashSet wrapper, so I got through that fast and felt good.
Start by clarifying requirements and constraints (e.g., thread safety, memory vs. time trade-offs). Then present a versioned approach: maintain a global version counter and store each element with the version it was added/removed, so an iterator captures the current version and filters elements accordingly. Discuss alternative designs like copy-on-write or persistent data structures, and analyze their trade-offs.
Pro tip: Mention that you would use a concurrent hash map with versioned entries to avoid locking the entire set during iteration, and that you'd consider lazy deletion to keep memory overhead low. This shows you think about real-world performance and concurrency, which is crucial at Microsoft.
Ask about thread safety, expected size, frequency of mutations vs. iterations, and memory constraints. This ensures your design aligns with the actual use case.
Explain that each element will have a version number indicating when it was added or removed. The iterator captures the current global version and only returns elements that were present at that version.
Use a concurrent hash map mapping element to a list of version intervals (or a single version if only add/remove once). Maintain a global atomic version counter. For iteration, traverse the map and filter based on the snapshot version.
Compare with copy-on-write (simple but memory-heavy) and persistent data structures (efficient but complex). Highlight that the versioned approach balances memory and performance, especially for read-heavy workloads.
Explain how to handle concurrent mutations during iteration (e.g., using atomic operations or fine-grained locks). Mention edge cases like removing an element that was added after the snapshot, and how versioning handles it.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.