mohitmishra786/low-level-dev-skills

memory-hierarchy-and-caches

Memory hierarchy skill for caches, coherence, and locality.

소스 보기

사용 방법

  1. 설치 명령을 복사하고 자신의 에이전트 환경에 설치하기 전에 소스 패키지를 확인하세요.
  2. 필요한 도구, 인증 정보, 지원 환경은 원본 문서에서 확인하세요.
  3. 입력과 원하는 산출물을 설명하고 출처와 결과를 대조하세요.
npx skills add https://github.com/mohitmishra786/low-level-dev-skills --skill memory-hierarchy-and-caches

시작 전 확인

  • 설치에는 모델 구독, API 한도, 파일 접근 권한이 포함되지 않습니다.
  • 별점 수와 설치 수는 활동 지표이며 독립적인 품질·보안 검증이 아닙니다.
원본 Skill 문서

원본 저장소의 제목, 예시, 코드, 표, 링크, 이미지를 유지해 표시합니다.

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

관련 작업

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