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_stdor 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
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
ctypedef 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
bash# 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
bash# Statistics export MALLOC_CONF="stats_print:true" # prints on exit, or: mallctl("epoch", ...); mallctl("stats.allocated", ...);
5. mimalloc
bash# 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.
bash# Statistics at exit MIMALLOC_SHOW_STATS=1 ./myapp
6. tcmalloc thread-caching
bashLD_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
rustuse 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
| Type | Definition | Detection |
|---|---|---|
| Internal | Allocated block larger than requested | Allocator stats; size class rounding |
| External | Free memory not usable for request | mallinfo/malloc_info; RSS vs heap |
bash# glibc malloc_info malloc_info(0, stdout); # jemalloc jeprof --show_bytes ./myapp jeprof.heap
9. Benchmarking
bash# 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
| Symptom | Cause | Fix |
|---|---|---|
| Pool alloc returns NULL | Free list exhausted | Increase pool size; leak check |
| jemalloc RSS won't drop | Dirty page decay slow | Lower dirty_decay_ms; madvise |
| Arena OOM | No reset between phases | arena_reset or chain arenas |
| Rust allocator UB | Wrong Layout in dealloc | Store size/align with allocation |
| Worse perf with mimalloc | Wrong workload fit | Benchmark; try jemalloc |
| High external fragmentation | Long-lived mixed sizes | Segregate by lifetime; pools |
Related Skills
skills/allocators/numa-programming— NUMA-aware allocationskills/rust/rust-no-std— custom allocators in embedded Rustskills/profilers/heaptrack— allocation hotspot profilingskills/profilers/valgrind— heap leak detectionskills/low-level-programming/cpu-cache-opt— allocator alignment and false sharingskills/kernel/kernel-internals— SLUB/buddy kernel allocators


