mohitmishra786/low-level-dev-skills

memory-hierarchy-and-caches

Memory hierarchy skill for caches, coherence, and locality.

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使用方法

  1. 复制安装命令,在自己的智能体环境安装前先检查源码包。
  2. 从原始文档核对所需工具、凭据和支持的宿主。
  3. 说明输入材料与期望交付物,并对照来源检查输出。
npx skills add https://github.com/mohitmishra786/low-level-dev-skills --skill memory-hierarchy-and-caches

开始前需了解

  • 安装不包含模型订阅、API 额度或访问文件的权限。
  • 仓库星数和安装量反映活跃情况,不等于独立质量或安全测试。
仓库原始内容

按源仓库内容呈现,保留标题、案例、代码、表格、链接以及原文引用的演示图片。

Memory Hierarchy and Caches

Purpose

Teach CPU memory hierarchy: cache levels, associativity, line size, coherence protocols, false sharing, and prefetch behavior — architectural depth complementing optimization practice in skills/low-level-programming/cpu-cache-opt.

When to Use

  • Explaining why padding fixes scalability
  • Choosing struct layout for multicore
  • Interpreting cache miss counters
  • Understanding DMA vs CPU cache on embedded SoCs

Workflow

1. Hierarchy (typical desktop/ server)

Registers
├── L1d / L1i (per core, ~32 KiB, ~4 cycles)
├── L2 (per core, ~256 KiB – 1 MiB)
├── L3 (shared last-level, MiB – tens of MiB)
├── DRAM (hundreds of cycles)
└── Storage / NUMA remote (much slower)

Embedded MCUs may have only tightly-coupled memory (no L2/L3).

2. Cache line and associativity

  • Line size: commonly 64 bytes on x86/ARM64 (verify with getconf LEVEL1_DCACHE_LINESIZE)
  • Set-associative: line maps to one set, competes within ways
  • Conflict misses: many aliases same set

3. False sharing

c
/* Bad — two atomics on same cache line */
struct {
    atomic_int counter_a;
    atomic_int counter_b;
} stats;

/* Good — pad to cache line */
struct alignas(64) {
    atomic_int counter_a;
    char pad[64 - sizeof(atomic_int)];
    atomic_int counter_b;
} stats;

4. Coherence (multicore)

MESI states: Modified, Exclusive, Shared, Invalid. Writes invalidate other cores' copies of the line — why atomics and locks ping cache lines.

5. Prefetching

c
#ifdef __builtin_prefetch
for (int i = 0; i < n; i++) {
    __builtin_prefetch(&data[i + 8], 0, 3);
    process(data[i]);
}
#endif

Hardware stride prefetchers detect sequential access; random access misses.

6. Measurement

bash
perf stat -e cache-references,cache-misses,L1-dcache-load-misses ./app

7. Agent usage

/memory-hierarchy-and-caches Diagnose false sharing in this per-thread stats array

Common Problems

SymptomCauseFix
Scaling collapsesFalse sharingLine-align per-thread data
High LLC missesWorking set > cacheBlock algorithms; NUMA pin
DMA incoherenceCPU cache vs deviceFlush/invalidate on MCU; dma_sync on Linux
Prefetch hurtirregular accessRemove manual prefetch
Huge struct copiesAoS cold linesSoA layout — see cpu-cache-opt

Related Skills

  • skills/low-level-programming/cpu-cache-opt — practical optimization
  • skills/computer-architecture/cpu-pipelines-and-hazards — load-use stalls
  • skills/computer-architecture/virtual-memory-paging-and-tlb — TLB misses
  • skills/allocators/numa-programming — remote memory latency
  • skills/profilers/hardware-counters — perf counter events

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