惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

D
Docker
爱范儿
爱范儿
人人都是产品经理
人人都是产品经理
博客园 - 司徒正美
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
量子位
罗磊的独立博客
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
小众软件
小众软件
C
Cybersecurity and Infrastructure Security Agency CISA
Cyberwarzone
Cyberwarzone
大猫的无限游戏
大猫的无限游戏
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
雷峰网
雷峰网
Simon Willison's Weblog
Simon Willison's Weblog
The Cloudflare Blog
博客园 - 三生石上(FineUI控件)
D
Darknet – Hacking Tools, Hacker News & Cyber Security
C
Cyber Attacks, Cyber Crime and Cyber Security
博客园_首页
博客园 - 叶小钗
V
Vulnerabilities – Threatpost
T
The Exploit Database - CXSecurity.com
T
Tailwind CSS Blog
IT之家
IT之家
博客园 - 聂微东
Spread Privacy
Spread Privacy
V2EX - 技术
V2EX - 技术
S
Security Affairs
宝玉的分享
宝玉的分享
V
V2EX
C
Cisco Blogs
博客园 - Franky
美团技术团队
酷 壳 – CoolShell
酷 壳 – CoolShell
月光博客
月光博客
S
Securelist
J
Java Code Geeks
Webroot Blog
Webroot Blog
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
P
Proofpoint News Feed
Last Week in AI
Last Week in AI
L
LINUX DO - 热门话题
NISL@THU
NISL@THU
WordPress大学
WordPress大学
W
WeLiveSecurity
T
Threatpost
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
腾讯CDC
阮一峰的网络日志
阮一峰的网络日志

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Inside My Custom malloc: Bins, tcache, mmap, and Thread Safety
Prajwal zore · 2026-05-03 · via DEV Community

Most developers use malloc without thinking much about what happens underneath.

This project is an attempt to explore that layer by building a memory allocator from scratch in C.

The allocator implements malloc, free, calloc, and realloc without relying on libc’s heap functions. It focuses on:

  • Thread safety
  • Per-thread caching (tcache)
  • Efficient free block management using bins
  • mmap-based memory growth
  • Handling large allocations separately

This article breaks down the design, implementation decisions, performance characteristics, and limitations of the allocator.


What is a Memory Allocator?

A memory allocator is responsible for managing dynamic memory at runtime.

Functions like malloc, free, calloc, and realloc are part of this layer.

At a high level, an allocator:

  • Requests memory from the operating system (e.g., using mmap)
  • Splits that memory into smaller blocks
  • Tracks which blocks are free or in use
  • Reuses freed blocks to avoid unnecessary system calls

This layer sits between user programs and the OS, making memory allocation efficient and reusable.


Why Allocators Are Non-Trivial

A good allocator must balance multiple competing goals:

  • Performance → allocations should be fast
  • Memory efficiency → minimize fragmentation
  • Scalability → handle multi-threaded workloads
  • System overhead → reduce expensive syscalls

Modern allocators like those in libc (e.g., ptmalloc) are highly optimized and use techniques such as arenas, bins, and thread-local caching.

This project implements a simplified version of those ideas to understand how they work in practice.


Allocator Overview

At a high level, the allocator follows two distinct paths based on allocation size:

  • Small allocations (< 128KB) → handled through heap, bins, and per-thread cache
  • Large allocations (≥ 128KB) → handled using mmap

Allocation Flow

flow chart

  1. mymalloc(size) is called
  2. Size is aligned to 8 bytes
  3. If size < 128KB:
    • Check per-thread tcache
    • If hit → return immediately (no locking)
    • If miss → acquire global heap lock
      • Search free bins
      • If not found → request space via mmap chunk
      • Split block if necessary
  4. If size ≥ 128KB:
    • Try large block cache
    • Otherwise call mmap

Free Flow

  1. If block belongs to heap:
    • Push to thread-local tcache
    • If tcache is full → flush to global bins + coalesce
  2. If block is mmap’d:
    • Store in large cache or release via munmap

Each allocation is preceded by a metadata header:

[ block_header | user_data ]

The header stores:

  • size
  • allocation state
  • mmap flag
  • pointers for heap and bin lists
┌──────────────────────────────┐
│ block_header_t               │  48 bytes
│  size_t size                 │
│  int isfree                  │
│  int ismmapped               │
│  block_header_t *next/prev   │  heap linked list
│  block_header_t *bin_next    │  bin free list
│  block_header_t *bin_prev    │  bin free list
├──────────────────────────────┤
│ user data                    │  size bytes  ← returned pointer
└──────────────────────────────┘

Enter fullscreen mode Exit fullscreen mode


Free blocks are organized into 8 bins based on size ranges which allows:

  • Faster lookup (O(1) class selection)
  • Reduced search overhead free chart

Each thread maintains its own cache of free blocks.

which means every thread now has it's own temporary storage to keep the free blocks in it and access them as per need easily.

Benefits:

  • No locking on fast path
  • High cache locality
  • Significant performance boost in multi-threaded workloads

tcache


Free Block Bins

Free blocks are organized into 8 size-based bins.

This enables:

  • O(1) size class lookup
  • Reduced search overhead
  • Better reuse of memory blocks

Benchmarks

Tests were run on x86-64 Linux with 8 threads and -O2.

Test Custom libc Result
Single alloc/free 58ms 29ms 2x slower
Batch alloc 1.44ms 3.59ms 2.5x faster
Batch free 0.36ms 1.54ms 4x faster
Mixed sizes 6.46ms 2.95ms 2x slower
Realloc chain 6.42ms 2.56ms 2.5x slower
Multithreaded 64ms 67ms Comparable

Observations

  • Batch workloads benefit heavily from tcache
  • Large allocation cache reduces mmap calls significantly
  • Global lock limits scalability
  • libc remains more optimized for general workloads
  • Next, I plan to implement per-thread arenas to eliminate global lock contention.

Limitations

  • Single global lock limits scalability
  • No in-place realloc
  • No coalescing inside tcache
  • Large mmap blocks may waste memory
  • No cleanup on thread exit

Source Code

You can explore the full source here.


Final Thoughts

Building a memory allocator from scratch highlights the trade-offs between performance, complexity, and correctness.

Even a simplified allocator quickly grows in complexity when thread safety, caching, and fragmentation are considered.

If you have suggestions, optimizations, or questions, feel free to ask or start a discussion.