Reference library

Python Code Samples

Medium snippets you can copy, study, and run in the browser editor.

11 matches
Concurrency & performance medium

How to Implement a Token Bucket Rate Limiter with asyncio in Python

This code implements a thread-safe token bucket rate limiter for asyncio, allowing you to limit the rate of async tasks or API calls.

asyncio rate-limiting token-bucket
Python
import asyncio
import time


class TokenBucket:
    def __init__(self, rate_per_second, capacity):
        self.rate = rate_per_second
        self.capacity = capacity
        self.tokens = capacity
        self.last_refill = time.monotonic()
        self.lock = asyncio.Lock()

    async def acquire(self):
        asy…
14 0 Open
Concurrency & performance medium

How to Use a Bounded Buffer with threading.Condition in Python

Implement a thread-safe bounded buffer using threading.Condition and show a producer–consumer example with exact output.

threading condition producer-consumer
Python
import threading
import time
import random

class BoundedBuffer:
    def __init__(self, capacity):
        self.capacity = capacity
        self.buffer = []
        self.condition = threading.Condition()

    def put(self, item):
        with self.condition:
            while len(self.buffer) >= self.capacity:
       …
14 0 Open
Streaming & messaging medium

In-Memory PubSub Topic Subscribe Mock in Python

Build a thread-safe in-memory publish/subscribe mock where handlers subscribe to named topics and receive every message published to them.

pubsub mock events
Python
class PubSub:
    def __init__(self):
        self.topics = {}

    def subscribe(self, topic, callback):
        if topic not in self.topics:
            self.topics[topic] = []
        self.topics[topic].append(callback)

    def publish(self, topic, message):
        for callback in self.topics.get(topic, []):
    …
16 0 Open
Caching & Redis medium

How to Implement a Write-Through Cache in Python with a Mock Database

A thread-safe write-through cache that updates both cache and mock database atomically, computing values only after a successful write to the database.

caching write-through threading
Python
import threading
import time
import random


class WriteThroughCache:
    def __init__(self):
        self.cache = {}
        self.db = {}
        self.lock = threading.Lock()

    def write(self, key, value):
        with self.lock:
            # Simulate slow database write
            time.sleep(random.uniform(0.01…
12 0 Open
Reliability & rate limiting medium

At Least Once with Idempotent Consumer in Python

Implements a thread-safe idempotent consumer that processes each unique message exactly once, even when a producer sends duplicates under an at-least-once delivery model.

idempotency at-least-once threading
Python
import threading
import time
import uuid
from collections import Counter


class IdempotentConsumer:
    def __init__(self):
        self.processed = set()
        self._lock = threading.Lock()

    def consume(self, message_id, payload):
        with self._lock:
            if message_id in self.processed:
          …
15 0 Open
Reliability & rate limiting medium

How to implement a rate-limited shared counter in Python

Implements a thread-safe global counter that allows a maximum number of increments per second using a lock and time-based refill.

rate-limiting threading global-counter
Python
import threading
import time
import random

counter = 0
lock = threading.Lock()
MAX_CALLS_PER_SECOND = 3
last_refill = time.time()

def rate_limited_increment():
    global counter, last_refill
    with lock:
        now = time.time()
        if now - last_refill >= 1.0:
            last_refill = now
            count…
12 0 Open
Reliability & rate limiting medium

Mock Distributed Rate Limiter with Dict in Python

Simulates a distributed token-bucket rate limiter with a thread-safe dict, useful for testing before moving to Redis.

rate-limiting token-bucket threading
Python
import time
import threading
from collections import defaultdict


class DistributedRateLimiter:
    """
    A mock distributed rate limiter using a dict with thread-safe access.
    Implements a token bucket algorithm per user.
    """

    def __init__(self, rate_per_second=5, burst_capacity=10):
        self.rate_p…
13 0 Open
Reliability & rate limiting medium

Token bucket rate limiter in Python (in-memory)

Implement a thread-safe in-memory token bucket rate limiter that throttles requests based on a steady refill rate.

rate-limiting token-bucket threading
Python
import time
import threading


class TokenBucket:
    def __init__(self, capacity, refill_rate, refill_interval=1.0):
        self.capacity = capacity
        self.tokens = capacity
        self.refill_rate = refill_rate
        self.refill_interval = refill_interval
        self.last_refill = time.monotonic()
       …
14 0 Open
A/B testing & experimentation medium

How to Mock Mutual Exclusion for A/B Experiment Groups in Python

Simulate mutual exclusion for experiment groups using a thread-safe lock, ensuring only one member updates the shared counter at a time.

threading mutual-exclusion ab-testing
Python
import threading
import time
import random


class CountingGate:
    """A mock mutual exclusion gate using a lock."""
    def __init__(self):
        self.counter = 0
        self.lock = threading.Lock()

    def enter(self, group_id, member_id):
        with self.lock:
            current = self.counter
            t…
13 0 Open
Database scaling & optimization medium

Snowflake ID Generator with Cluster Index Mock in Python

A thread-safe Snowflake ID generator mock that creates unique 64-bit IDs across simulated cluster nodes and maintains a sorted in-memory index for range queries.

snowflake id-generation clustering
Python
import time
import threading

class SnowflakeIDGenerator:
    def __init__(self, machine_id, datacenter_id):
        self.machine_id = machine_id
        self.datacenter_id = datacenter_id
        self.sequence = 0
        self.last_timestamp = -1
        self.machine_bits = 5
        self.datacenter_bits = 5
        …
13 0 Open
Production deployment patterns medium

How to Drain a Connection Pool Before Exit in Python

Gracefully close all pooled sockets using a thread-safe ConnectionPool that drains connections before program exit.

connection-pool sockets threading
Python
import socket
import threading
import time
import random

class ConnectionPool:
    def __init__(self, size=5):
        self.pool = []
        self.lock = threading.Lock()
        self.closed = False
        for _ in range(size):
            self.pool.append(self.create_connection())
    
    def create_connection(sel…
13 0 Open

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