Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started

LRU Caching Mechanism

EasyPython00:00
Practice interviewer
In session
5 left
00:00

Your question is LRU Caching Mechanism. Start with the requirements on the right.

Run and submit as often as you like. When you're ready, talk me through your approach or go straight to the code.

You need to log in / sign up to run or submit.

Problem

Shutterfly Photos may repeatedly request recently viewed photo metadata. Implement an in-memory Least Recently Used (LRU) cache that supports get and put operations in O(1) average time.

The cache has a fixed positive capacity. A successful get makes the key most recently used. Inserting or updating a key with put also makes it most recently used. When inserting a new key would exceed capacity, evict the least recently used key.

Formal Specification

Implement lru_cache_operations(capacity, operations), where capacity is an integer and operations is a list of commands. Each command is either ['get', key] or ['put', key, value]. Keys and values are integers. Return a list containing the result of every get command in order. Return -1 for a missing key. put commands produce no output.

Use a hash map and a doubly linked list. The list should maintain entries from least recently used to most recently used.

Constraints

  • 1 <= capacity <= 10^5
  • 1 <= len(operations) <= 2 * 10^5
  • 0 <= key, value <= 10^9
  • Each operation is either ['get', key] or ['put', key, value]
  • Every operation must run in O(1) average time

Function Signature

def lru_cache_operations(capacity, operations):
Your solutionPython 3
You need to log in / sign up to run or submit.
Run your code to see test output