mcpField
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custom-allocators

custom-allocators

github.com/mohitmishra786Development269371 installsUpdated 18w ago
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About custom-allocators

A practical skill for developers designing or tuning memory allocators. It surveys allocator families and covers jemalloc, mimalloc, tcmalloc, C pool and arena patterns, Rust GlobalAlloc, fragmentation metrics, and benchmarking.

Key features

  1. 01Allocator types and trade-offs
  2. 02jemalloc, mimalloc, and tcmalloc tuning
  3. 03C pool and arena examples
  4. 04Rust GlobalAlloc guidance
  5. 05Fragmentation metrics and benchmarks

Use cases

  1. 01Tuning allocator behavior for server workloads
  2. 02Implementing request-scoped arenas or C pools
  3. 03Building a Rust custom global allocator
  4. 04Investigating fragmentation and allocation performance

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/mohitmishra786/low-level-dev-skills --skill custom-allocators

After installing, type/custom-allocatorsin Claude Code to confirm it loaded.

Details

From the project README

Custom Allocators

Purpose

Guide agents through memory allocator design and tuning: pool/slab/arena/buddy taxonomy, jemalloc internals and MALLOC_CONF, mimalloc design, tcmalloc thread-caching, writing a simple pool allocator in C, Rust GlobalAlloc trait, fragmentation metrics, and benchmarking.

When to Use

  • Replacing malloc for latency-sensitive or embedded workloads
  • Tuning jemalloc/mimalloc for server heap behavior
  • Implementing arena allocation for request-scoped or frame-based lifetimes
  • Writing a Rust custom global allocator for no_std or performance
  • Diagnosing heap fragmentation (internal vs external)
  • Benchmarking allocator throughput and latency

Workflow

1. Allocator taxonomy
Allocator types
├── Pool/fixed-size — O(1) alloc/free, fixed block sizes
├── Slab — kernel-style, cache-friendly size classes
├── Arena/bump — fast alloc, bulk free (reset arena)
├── Buddy — power-of-two blocks, low fragmentation for large allocs
└── General (malloc) — jemalloc, mimalloc, tcmalloc
2. Simple pool allocator in C
#include <stddef.h>
#include <stdint.h>
#include <stdlib.h>

typedef struct pool_block {
    struct pool_block *next;
} pool_block_t;

typedef struct {
    void   *memory;
    size_t  block_size;
    size_t  num_blocks;
    pool_block_t *free_list;
} pool_t;

int pool_init(pool_t *p, size_t block_size, size_t num_blocks) {
    p->block_size = block_size < sizeof(pool_block_t) ?
        sizeof(pool_block_t) : block_size;
    p->num_blocks = num_blocks;
    p->memory = aligned_alloc(64, p->block_size * num_blocks);
    if (!p->memory) return -1;
    p->free_list = NULL;
    for (size_t i = 0; i < num_blocks; i++) {
        pool_block_t *blk = (pool_block_t *)((char *)p->memory + i * p->block_size);
        blk->next = p->free_list;
        p->free_list = blk;
    }
    return 0;
}

void *pool_alloc(pool_t *p) {
    if (!p->free_list) return NULL;
    pool_block_t *blk = p->free_list;
    p->free_list = blk->next;
    return blk;
}

void pool_free(pool_t *p, void *ptr) {
    pool_block_t *blk = (pool_block_t *)ptr;
    blk->next = p->free_list;
    p->free_list = blk;
}
3. Arena allocator
typedef struct {
    char  *base;
    size_t capacity;
    size_t offset;
} arena_t;

void *arena_alloc(arena_t *a, size_t size, size_t align) {
    uintptr_t cur = (uintptr_t)(a->base + a->offset);
    uintptr_t aligned = (cur + align - 1) & ~(align - 1);
    size_t padding = aligned - cur;
    if (a->offset + padding + size > a->capacity)
        return NULL;
    a->offset += padding + size;
    return (void *)aligned;
}

void arena_reset(arena_t *a) { a->offset = 0; }

Use per-request arenas in servers — reset after response, no per-object free.

4. jemalloc tuning
# Use jemalloc as system allocator
LD_PRELOAD=/usr/lib/x86_64-linux-gnu/libjemalloc.so.2 ./myapp

# Runtime tuning
export MALLOC_CONF="background_thread:true,dirty_decay_ms:1000,muzzy_decay_ms:1000"

# Profiling build
# ./configure --enable-prof
export MALLOC_CONF="prof:true,prof_active:true,lg_prof_sample:19"

jemalloc concepts:

  • Size classes — rounded allocation sizes
  • tcache — per-thread cache for hot sizes
  • arenas — reduce contention across threads
# Statistics
export MALLOC_CONF="stats_print:true"
# prints on exit, or:
mallctl("epoch", ...); mallctl("stats.allocated", ...);
5. mimalloc
# Use mimalloc
LD_PRELOAD=/usr/lib/libmimalloc.so ./myapp

# Environment options
export MIMALLOC_SHOW_STATS=1
export MIMALLOC_PAGE_RESET=1

mimalloc hierarchy: segment → page → block. Generally lower metadata overhead than jemalloc.

# Statistics at exit
MIMALLOC_SHOW_STATS=1 ./myapp
6. tcmalloc thread-caching
LD_PRELOAD=/usr/lib/x86_64-linux-gnu/libtcmalloc.so.4 ./myapp

# Environment
export TCMALLOC_SAMPLE_PARAMETER=524288  # sampling profiler

Per-thread caches for small objects; central heap for larger allocations.

7. Rust GlobalAlloc
use std::alloc::{GlobalAlloc, Layout, System};
use std::sync::atomic::{AtomicUsize, Ordering};

struct TrackingAllocator;

static ALLOCATED: AtomicUsize = AtomicUsize::new(0);

unsafe impl GlobalAlloc for TrackingAllocator {
    unsafe fn alloc(&self, layout: Layout) -> *mut u8 {
        let ptr = System.alloc(layout);
        if !ptr.is_null() {
            ALLOCATED.fetch_add(layout.size(), Ordering::Relaxed);
        }
        ptr
    }
    unsafe fn dealloc(&self, ptr: *mut u8, layout: Layout) {
        System.dealloc(ptr, layout);
        ALLOCATED.fetch_sub(layout.size(), Ordering::Relaxed);
    }
}

#[global_allocator]
static GLOBAL: TrackingAllocator = TrackingAllocator;

For #![no_std] with alloc crate, implement GlobalAlloc without System.

8. Fragmentation metrics
TypeDefinitionDetection
InternalAllocated block larger than requestedAllocator stats; size class rounding
ExternalFree memory not usable for requestmallinfo/malloc_info; RSS vs heap
# glibc malloc_info
malloc_info(0, stdout);

# jemalloc
jeprof --show_bytes ./myapp jeprof.heap
9. Benchmarking
# mimalloc bench (if built from source)
cd mimalloc && mkdir build && cd build
cmake .. && make
./mimalloc-bench

# Custom microbenchmark pattern
perf stat -e cycles,instructions ./allocator_bench --threads 8 --size 64

Compare: single-thread alloc/free, multi-thread contention, mixed size distribution.

Common Problems

SymptomCauseFix
Pool alloc returns NULLFree list exhaustedIncrease pool size; leak check
jemalloc RSS won't dropDirty page decay slowLower dirty_decay_ms; madvise
Arena OOMNo reset between phasesarena_reset or chain arenas
Rust allocator UBWrong Layout in deallocStore size/align with allocation
Worse perf with mimallocWrong workload fitBenchmark; try jemalloc
High external fragmentationLong-lived mixed sizesSegregate by lifetime; pools

Related Skills

  • skills/allocators/numa-programming — NUMA-aware allocation
  • skills/rust/rust-no-std — custom allocators in embedded Rust
  • skills/profilers/heaptrack — allocation hotspot profiling
  • skills/profilers/valgrind — heap leak detection
  • skills/low-level-programming/cpu-cache-opt — allocator alignment and false sharing
  • skills/kernel/kernel-internals — SLUB/buddy kernel allocators

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