Python Code
Samples
Medium snippets you can copy, study, and run in the browser editor.
LRU Cache with OrderedDict in Python
Implement an LRU cache using collections.OrderedDict to track insertion order and evict the least-recently-used item when capacity is exceeded.
from collections import OrderedDict
class LRUCache:
def __init__(self, capacity):
self.capacity = capacity
self.cache = OrderedDict()
def get(self, key):
if key not in self.cache:
return -1
self.cache.move_to_end(key)
return self.cache[key]
def put(sel…
Implement a Multi-Level Cache with L1 Memory and L2 Redis in Python
This code implements a simple multi-level cache with an in-process L1 cache (via functools.lru_cache) and a mock Redis L2 cache with TTL, falling back to a slow computation on misses.
import time
from functools import lru_cache
class MockRedis:
def __init__(self):
self.store = {}
def get(self, key):
return self.store.get(key, None)
def set(self, key, value, ttl=5):
self.store[key] = (value, time.time() + ttl)
def get_ttl(self, key):
value, expiry…
How to Track Cache Hit Ratio in Python
Simulate an LRU cache with hit/miss tracking and compute a real-time hit ratio from random access patterns.
import random
import time
from collections import OrderedDict
class LRUCache:
def __init__(self, capacity: int):
self.cache = OrderedDict()
self.capacity = capacity
self.hits = 0
self.misses = 0
def get(self, key):
if key in self.cache:
self.hits += 1
…
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