hakmem/docs/archive/BRANCH_OPTIMIZATION_QUICK_START.md

Branch Prediction Optimization - Quick Start Guide

TL;DR: HAKMEM has 10.89% branch-miss rate (3x worse than System malloc's 3.5%) because it executes 8.5x MORE branches (17M vs 2M) due to debug code running in production.

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Immediate Fix (1 Minute)

Add this ONE line to your build command:

make CFLAGS="-DHAKMEM_BUILD_RELEASE=1 -O3" bench_random_mixed_hakmem

Expected result: +30-50% performance improvement

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Quick Win A/B Test

Before (Current)

make clean
make bench_random_mixed_hakmem
perf stat -e branch-misses,branches ./bench_random_mixed_hakmem 100000 256 42

# Results:
# branches:       17,098,340
# branch-misses:   1,854,018 (10.84%)
# time:           0.103s

After (Release Mode)

make clean
make CFLAGS="-DHAKMEM_BUILD_RELEASE=1 -O3" bench_random_mixed_hakmem
perf stat -e branch-misses,branches ./bench_random_mixed_hakmem 100000 256 42

# Expected:
# branches:       ~9M (-47%)
# branch-misses:  ~700K (7.8%)
# time:           ~0.060s (+42% faster)

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Top 4 Optimizations (Ranked by Impact/Risk)

1. Enable Release Mode ⚡ (0 risk, 40-50% impact)

Action: Add -DHAKMEM_BUILD_RELEASE=1 to build flags

Why: Currently ALL debug code runs in production:

• 8 debug guards (!HAKMEM_BUILD_RELEASE)
• 6 rdtsc profiling calls
• 5-10 corruption validation branches
• All removed with one flag!

Effort: 1 line change Impact: -40-50% branches, +30-50% performance

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2. Pre-compute Env Vars 📊 (Low risk, 10-15% impact)

Action: Move getenv() from hot path to init

Current problem:

// Called on EVERY allocation! (50-100 cycles)
if (g_tiny_profile_enabled == -1) {
    const char* env = getenv("HAKMEM_TINY_PROFILE");
    g_tiny_profile_enabled = (env && *env) ? 1 : 0;
}

Fix:

// In hakmem_init.c (runs ONCE at startup)
void hakmem_tiny_init_config(void) {
    const char* env = getenv("HAKMEM_TINY_PROFILE");
    g_tiny_profile_enabled = (env && *env) ? 1 : 0;

    // Pre-compute all env vars here
}

Files to modify:

• core/tiny_alloc_fast.inc.h:104
• core/hakmem_tiny_refill_p0.inc.h:66-84

Effort: 1 day Impact: -10-15% branches, +5-10% performance

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3. Remove SFC Layer 🗑️ (Medium risk, 5-10% impact)

Action: Use only SLL (TLS freelist), remove SFC (Super Front Cache)

Why redundant:

• SLL already provides TLS freelist (same as System tcache)
• Phase 7 pre-warming gives SLL 95%+ hit rate
• SFC adds 5-6 branches with minimal benefit
• System malloc has 1 layer, HAKMEM has 3!

Current:

Allocation: SFC → SLL → SuperSlab
           5-6br  11-15br  20-30br

Simplified:

Allocation: SLL → SuperSlab
           2-3br   20-30br

Effort: 2 days Impact: -5-10% branches, simpler code

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4. Branch Hint Tuning 🎯 (Low risk, 2-5% impact)

Action: Fix incorrect __builtin_expect hints

Examples:

// WRONG: SFC is disabled in most builds
if (__builtin_expect(sfc_is_enabled, 1)) {

// FIX:
if (__builtin_expect(sfc_is_enabled, 0)) {

Effort: 1 day Impact: -2-5% branch-misses

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Performance Roadmap

Phase	Branches	Branch-miss%	Throughput	Effort
Current	17M	10.84%	1.07M ops/s	-
+Release Mode	9M	7.8%	1.6M ops/s	1 line
+Pre-compute Env	8M	7.5%	1.8M ops/s	+1 day
+Remove SFC	7M	7.1%	2.0M ops/s	+2 days
+Hint Tuning	6.5M	6.8%	2.2M ops/s	+1 day
System malloc	2M	4.56%	36M ops/s	-

Target: 70-90% of System malloc performance (currently ~3%)

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Root Cause: 8.5x More Branches Than System Malloc

The problem is NOT just misprediction rate, but TOTAL BRANCH COUNT:

Component	HAKMEM Branches	System Branches	Ratio
Allocation	16-21	1-2	10x
Free	13-15	2-3	5x
Refill	10-15	N/A	∞
Total (100K allocs)	17M	2M	8.5x

Why so many branches?

1. ❌ Debug code in production (8 guards)
2. ❌ Multi-layer cache (SFC → SLL → SuperSlab)
3. ❌ Runtime env var checks (3 getenv() calls)
4. ❌ Excessive validation (alignment, corruption)

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System Malloc Reference (glibc tcache)

Allocation (1-2 branches, 2-3 instructions):

void* tcache_get(size_t size) {
    int tc_idx = csize2tidx(size);
    tcache_entry* e = tcache->entries[tc_idx];
    if (e != NULL) {  // BRANCH 1
        tcache->entries[tc_idx] = e->next;
        return (void*)e;
    }
    return _int_malloc(av, bytes);
}

Key differences:

• ✅ 1 branch (vs HAKMEM's 16-21)
• ✅ No validation
• ✅ No debug guards
• ✅ Single cache layer
• ✅ No env var checks

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Makefile Integration (Recommended)

Add release build target:

# Makefile

# Release build flags
HAKMEM_RELEASE_FLAGS = -DHAKMEM_BUILD_RELEASE=1 -DNDEBUG -O3 -flto

# Release targets
release: CFLAGS += $(HAKMEM_RELEASE_FLAGS)
release: all

bench-release: CFLAGS += $(HAKMEM_RELEASE_FLAGS)
bench-release: bench_random_mixed_hakmem larson_hakmem

Usage:

make release                # Build all in release mode
make bench-release          # Build benchmarks in release mode
./bench_random_mixed_hakmem 100000 256 42

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Detailed Analysis

See full report: BRANCH_PREDICTION_OPTIMIZATION_REPORT.md

Key sections:

• Section 1: Performance hotspot analysis (perf data)
• Section 2: Branch count by component (detailed breakdown)
• Section 4: Root cause analysis (why 8.5x more branches)
• Section 5: Optimization recommendations (ranked by impact/risk)
• Section 7: A/B test plan (measurement protocol)

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Contact

For questions or discussion:

• See: BRANCH_PREDICTION_OPTIMIZATION_REPORT.md (comprehensive analysis)
• Context: Phase 7 (header-based fast free) + Pool TLS Phase 1
• Date: 2025-11-09