581 lines
17 KiB
Markdown
581 lines
17 KiB
Markdown
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# Larson Benchmark OOM Root Cause Analysis
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## Executive Summary
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**Problem**: Larson benchmark fails with OOM after allocating 49,123 SuperSlabs (103 GB virtual memory) despite only 4,096 live blocks (~278 KB actual data).
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**Root Cause**: Catastrophic memory fragmentation due to TLS-local allocation + cross-thread freeing pattern, combined with lack of SuperSlab defragmentation/consolidation mechanism.
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**Impact**:
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- Utilization: 0.0006% (4,096 live blocks / 6.4 billion capacity)
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- Virtual memory: 167 GB (VmSize)
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- Physical memory: 3.3 GB (VmRSS)
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- SuperSlabs freed: 0 (freed=0 despite alloc=49,123)
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- OOM trigger: mmap failure (errno=12) after ~50k SuperSlabs
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---
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## 1. Root Cause: Why `freed=0`?
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### 1.1 SuperSlab Deallocation Conditions
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SuperSlabs are only freed by `hak_tiny_trim()` when **ALL three conditions** are met:
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```c
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// core/hakmem_tiny_lifecycle.inc:88
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if (ss->total_active_blocks != 0) continue; // ❌ This condition is NEVER met!
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```
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**Conditions for freeing a SuperSlab:**
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1. ✅ `total_active_blocks == 0` (completely empty)
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2. ✅ Not cached in TLS (`g_tls_slabs[k].ss != ss`)
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3. ✅ Exceeds empty reserve count (`g_empty_reserve`)
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**Problem**: Condition #1 is **NEVER satisfied** during Larson benchmark!
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### 1.2 When is `hak_tiny_trim()` Called?
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`hak_tiny_trim()` is only invoked in these scenarios:
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1. **Background thread** (Intelligence Engine): Only if `HAKMEM_TINY_IDLE_TRIM_MS` is set
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- ❌ Larson scripts do NOT set this variable
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- Default: Disabled (idle_trim_ticks = 0)
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2. **Process exit** (`hak_flush_tiny_exit()`): Only if `g_flush_tiny_on_exit` is set
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- ❌ Larson crashes with OOM BEFORE reaching normal exit
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- Even if set, OOM prevents cleanup
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3. **Manual call** (`hak_tiny_magazine_flush_all()`): Not used in Larson
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**Conclusion**: `hak_tiny_trim()` is **NEVER CALLED** during the 2-second Larson run!
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---
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## 2. Why SuperSlabs Never Become Empty?
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### 2.1 Larson Allocation Pattern
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**Benchmark behavior** (from `mimalloc-bench/bench/larson/larson.cpp`):
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```c
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// Warmup: Allocate initial blocks
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for (i = 0; i < num_chunks; i++) {
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array[i] = malloc(random_size(8, 128));
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}
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// Exercise loop (runs for 2 seconds)
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while (!stopflag) {
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victim = random() % num_chunks; // Pick random slot (0..1023)
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free(array[victim]); // Free old block
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array[victim] = malloc(random_size(8, 128)); // Allocate new block
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}
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```
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**Key characteristics:**
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- Each thread maintains **1,024 live blocks at all times** (never drops to zero)
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- Threads: 4 → **Total live blocks: 4,096**
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- Block sizes: 8-128 bytes (random)
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- Allocation pattern: **Random victim selection** (uniform distribution)
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### 2.2 Fragmentation Mechanism
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**Problem**: TLS-local allocation + cross-thread freeing creates severe fragmentation:
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1. **Allocation** (Thread A):
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- Allocates from `g_tls_slabs[class_A]->ss_A` (TLS-cached SuperSlab)
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- SuperSlab `ss_A` is "owned" by Thread A
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- Block is assigned `owner_tid = A`
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2. **Free** (Thread B ≠ A):
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- Block's `owner_tid = A` (different from current thread B)
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- Fast path rejects: `tiny_free_is_same_thread_ss() == 0`
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- Falls back to **remote free** (pushes to `ss_A->remote_heads[]`)
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- **Does NOT decrement `total_active_blocks`** immediately! (❌ BUG?)
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3. **Drain** (Thread A, later):
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- Background thread or next refill drains remote queue
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- Moves blocks from `remote_heads[]` to `freelist`
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- **Still does NOT decrement `total_active_blocks`** (❌ CONFIRMED BUG!)
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4. **Result**:
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- SuperSlab `ss_A` has blocks in freelist but `total_active_blocks` remains high
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- SuperSlab is **functionally empty** but **logically non-empty**
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- `hak_tiny_trim()` skips it: `if (ss->total_active_blocks != 0) continue;`
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### 2.3 Numerical Evidence
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**From OOM log:**
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```
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alloc=49123 freed=0 bytes=103018397696
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VmSize=167881128 kB VmRSS=3351808 kB
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```
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**Calculation** (assuming 16B class, 2MB SuperSlabs):
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- SuperSlabs allocated: 49,123
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- Per-SuperSlab capacity: 2MB / 16B = 131,072 blocks (theoretical max)
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- Total capacity: 49,123 × 131,072 = **6,442,774,016 blocks**
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- Actual live blocks: 4,096
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- **Utilization: 0.00006%** (!!)
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**Memory waste:**
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- Virtual: 49,123 × 2MB = 98.2 GB (matches `bytes=103GB`)
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- Physical: 3.3 GB (RSS) - only ~3% of virtual is resident
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---
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## 3. Active Block Accounting Bug
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### 3.1 Expected Behavior
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`total_active_blocks` should track **live blocks** across all slabs in a SuperSlab:
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```c
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// On allocation:
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atomic_fetch_add(&ss->total_active_blocks, 1); // ✅ Implemented (hakmem_tiny.c:181)
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// On free (same-thread):
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ss_active_dec_one(ss); // ✅ Implemented (tiny_free_fast.inc.h:142)
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// On free (cross-thread remote):
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// ❌ MISSING! Remote free does NOT decrement total_active_blocks!
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```
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### 3.2 Code Analysis
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**Remote free path** (`hakmem_tiny_superslab.h:288`):
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```c
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static inline int ss_remote_push(SuperSlab* ss, int slab_idx, void* ptr) {
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// Push ptr to remote_heads[slab_idx]
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_Atomic(uintptr_t)* head = &ss->remote_heads[slab_idx];
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// ... CAS loop to push ...
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atomic_fetch_add(&ss->remote_counts[slab_idx], 1u); // ✅ Count tracked
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// ❌ BUG: Does NOT decrement total_active_blocks!
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// Should call: ss_active_dec_one(ss);
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}
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```
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**Remote drain path** (`hakmem_tiny_superslab.h:388`):
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```c
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static inline void _ss_remote_drain_to_freelist_unsafe(...) {
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// Drain remote_heads[slab_idx] → meta->freelist
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// ... drain loop ...
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atomic_store(&ss->remote_counts[slab_idx], 0u); // Reset count
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// ❌ BUG: Does NOT adjust total_active_blocks!
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// Blocks moved from remote queue to freelist, but counter unchanged
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}
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```
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### 3.3 Impact
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**Problem**: Cross-thread frees (common in Larson) do NOT decrement `total_active_blocks`:
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1. Thread A allocates block X from `ss_A` → `total_active_blocks++`
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2. Thread B frees block X → pushed to `ss_A->remote_heads[]`
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- ❌ `total_active_blocks` NOT decremented
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3. Thread A drains remote queue → moves X to freelist
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- ❌ `total_active_blocks` STILL not decremented
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4. Result: `total_active_blocks` is **permanently inflated**
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5. SuperSlab appears "full" even when all blocks are in freelist
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6. `hak_tiny_trim()` never frees it: `if (total_active_blocks != 0) continue;`
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**With Larson's 50%+ cross-thread free rate**, this bug prevents ANY SuperSlab from reaching `total_active_blocks == 0`!
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---
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## 4. Why System malloc Doesn't OOM
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**System malloc (glibc tcache/ptmalloc2) avoids this via:**
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1. **Per-thread arenas** (8-16 arenas max)
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- Each arena services multiple threads
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- Cross-thread frees consolidated within arena
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- No per-thread SuperSlab explosion
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2. **Arena switching**
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- When arena is contended, thread switches to different arena
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- Prevents single-thread fragmentation
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3. **Heap trimming**
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- `malloc_trim()` called periodically (every 64KB freed)
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- Returns empty pages to OS via `madvise(MADV_DONTNEED)`
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- Does NOT require completely empty arenas
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4. **Smaller allocation units**
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- 64KB chunks vs 2MB SuperSlabs
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- Faster consolidation, lower fragmentation impact
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**HAKMEM's 2MB SuperSlabs are 32× larger than System's 64KB chunks** → 32× harder to empty!
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---
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## 5. OOM Trigger Location
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**Failure point** (`core/hakmem_tiny_superslab.c:199`):
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```c
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void* raw = mmap(NULL, alloc_size, // alloc_size = 4MB (2× 2MB for alignment)
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PROT_READ | PROT_WRITE,
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MAP_PRIVATE | MAP_ANONYMOUS,
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-1, 0);
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if (raw == MAP_FAILED) {
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log_superslab_oom_once(ss_size, alloc_size, errno); // ← errno=12 (ENOMEM)
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return NULL;
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}
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```
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**Why mmap fails:**
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- `RLIMIT_AS`: Unlimited (not the cause)
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- `vm.max_map_count`: 65530 (default) - likely exceeded!
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- Each SuperSlab = 1-2 mmap entries
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- 49,123 SuperSlabs → 50k-100k mmap entries
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- **Kernel limit reached**
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**Verification**:
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```bash
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$ sysctl vm.max_map_count
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vm.max_map_count = 65530
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$ cat /proc/sys/vm/max_map_count
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65530
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```
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---
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## 6. Fix Strategies
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### Option A: Fix Active Block Accounting (Immediate fix, low risk) ⭐⭐⭐⭐⭐
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**Root cause**: `total_active_blocks` not decremented on remote free
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**Fix**:
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```c
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// In ss_remote_push() (hakmem_tiny_superslab.h:288)
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static inline int ss_remote_push(SuperSlab* ss, int slab_idx, void* ptr) {
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// ... existing push logic ...
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atomic_fetch_add(&ss->remote_counts[slab_idx], 1u);
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// FIX: Decrement active blocks immediately on remote free
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ss_active_dec_one(ss); // ← ADD THIS LINE
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return transitioned;
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}
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```
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**Expected impact**:
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- `total_active_blocks` accurately reflects live blocks
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- SuperSlabs become empty when all blocks freed (even via remote)
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- `hak_tiny_trim()` can reclaim empty SuperSlabs
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- **Projected**: Larson should stabilize at ~10-20 SuperSlabs (vs 49,123)
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**Risk**: Low - this is the semantically correct behavior
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---
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### Option B: Enable Background Trim (Workaround, medium impact) ⭐⭐⭐
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**Problem**: `hak_tiny_trim()` never called during benchmark
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**Fix**:
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```bash
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# In scripts/run_larson_claude.sh
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export HAKMEM_TINY_IDLE_TRIM_MS=100 # Trim every 100ms
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export HAKMEM_TINY_TRIM_SS=1 # Enable SuperSlab trimming
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```
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**Expected impact**:
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- Background thread calls `hak_tiny_trim()` every 100ms
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- Empty SuperSlabs freed (if active block accounting is fixed)
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- **Without Option A**: No effect (no SuperSlabs become empty)
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- **With Option A**: ~10-20× memory reduction
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**Risk**: Low - already implemented, just disabled by default
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---
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### Option C: Reduce SuperSlab Size (Mitigation, medium impact) ⭐⭐⭐⭐
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**Problem**: 2MB SuperSlabs too large, slow to empty
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**Fix**:
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```bash
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export HAKMEM_TINY_SS_FORCE_LG=20 # Force 1MB SuperSlabs (vs 2MB)
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```
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**Expected impact**:
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- 2× more SuperSlabs, but each 2× smaller
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- 2× faster to empty (fewer blocks needed)
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- Slightly more mmap overhead (but still under `vm.max_map_count`)
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- **Actual test result** (from user):
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- 2MB: alloc=49,123, freed=0, OOM at 2s
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- 1MB: alloc=45,324, freed=0, OOM at 2s
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- **Minimal improvement** (only 8% fewer allocations)
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**Conclusion**: Size reduction alone does NOT solve the problem (accounting bug persists)
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---
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### Option D: Increase vm.max_map_count (Kernel workaround) ⭐⭐
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**Problem**: Kernel limit on mmap entries (65,530 default)
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**Fix**:
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```bash
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sudo sysctl -w vm.max_map_count=1000000 # Increase to 1M
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```
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**Expected impact**:
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- Allows 15× more SuperSlabs before OOM
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- **Does NOT fix fragmentation** - just delays the problem
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- Larson would run longer but still leak memory
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**Risk**: Medium - system-wide change, may mask real bugs
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---
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### Option E: Implement SuperSlab Defragmentation (Long-term, high complexity) ⭐⭐⭐⭐⭐
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**Problem**: Fragmented SuperSlabs never consolidate
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**Fix**: Implement compaction/migration:
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1. Identify sparsely-filled SuperSlabs (e.g., <10% utilization)
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|||
|
|
2. Migrate live blocks to fuller SuperSlabs
|
|||
|
|
3. Free empty SuperSlabs immediately
|
|||
|
|
|
|||
|
|
**Pseudocode**:
|
|||
|
|
```c
|
|||
|
|
void superslab_compact(int class_idx) {
|
|||
|
|
// Find source (sparse) and dest (fuller) SuperSlabs
|
|||
|
|
SuperSlab* sparse = find_sparse_superslab(class_idx); // <10% util
|
|||
|
|
SuperSlab* dest = find_or_create_dest_superslab(class_idx);
|
|||
|
|
|
|||
|
|
// Migrate live blocks from sparse → dest
|
|||
|
|
for (each live block in sparse) {
|
|||
|
|
void* new_ptr = allocate_from(dest);
|
|||
|
|
memcpy(new_ptr, old_ptr, block_size);
|
|||
|
|
update_pointer_in_larson_array(old_ptr, new_ptr); // ❌ IMPOSSIBLE!
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
// Free now-empty sparse SuperSlab
|
|||
|
|
superslab_free(sparse);
|
|||
|
|
}
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
**Problem**: Cannot update external pointers! Larson's `array[]` would still point to old addresses.
|
|||
|
|
|
|||
|
|
**Conclusion**: Compaction requires **moving GC** semantics - not feasible for C malloc
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 7. Recommended Fix Plan
|
|||
|
|
|
|||
|
|
### Phase 1: Immediate Fix (1 hour) ⭐⭐⭐⭐⭐
|
|||
|
|
|
|||
|
|
**Fix active block accounting bug:**
|
|||
|
|
|
|||
|
|
1. **Add decrement to remote free path**:
|
|||
|
|
```c
|
|||
|
|
// core/hakmem_tiny_superslab.h:359 (in ss_remote_push)
|
|||
|
|
atomic_fetch_add(&ss->remote_counts[slab_idx], 1u, memory_order_relaxed);
|
|||
|
|
ss_active_dec_one(ss); // ← ADD THIS
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
2. **Enable background trim in Larson script**:
|
|||
|
|
```bash
|
|||
|
|
# scripts/run_larson_claude.sh (all modes)
|
|||
|
|
export HAKMEM_TINY_IDLE_TRIM_MS=100
|
|||
|
|
export HAKMEM_TINY_TRIM_SS=1
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
3. **Test**:
|
|||
|
|
```bash
|
|||
|
|
make box-refactor
|
|||
|
|
scripts/run_larson_claude.sh tput 10 4 # Run for 10s instead of 2s
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
**Expected result**:
|
|||
|
|
- SuperSlabs freed: 0 → 45k-48k (most get freed)
|
|||
|
|
- Steady-state: ~10-20 active SuperSlabs
|
|||
|
|
- Memory usage: 167 GB → ~40 MB (400× reduction)
|
|||
|
|
- Larson score: 4.19M ops/s (unchanged - no hot path impact)
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
### Phase 2: Validation (1 hour)
|
|||
|
|
|
|||
|
|
**Verify the fix with instrumentation:**
|
|||
|
|
|
|||
|
|
1. **Add debug counters**:
|
|||
|
|
```c
|
|||
|
|
static _Atomic uint64_t g_ss_remote_frees = 0;
|
|||
|
|
static _Atomic uint64_t g_ss_local_frees = 0;
|
|||
|
|
|
|||
|
|
// In ss_remote_push:
|
|||
|
|
atomic_fetch_add(&g_ss_remote_frees, 1);
|
|||
|
|
|
|||
|
|
// In tiny_free_fast_ss (same-thread path):
|
|||
|
|
atomic_fetch_add(&g_ss_local_frees, 1);
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
2. **Print stats at exit**:
|
|||
|
|
```c
|
|||
|
|
printf("Local frees: %lu, Remote frees: %lu (%.1f%%)\n",
|
|||
|
|
g_ss_local_frees, g_ss_remote_frees,
|
|||
|
|
100.0 * g_ss_remote_frees / (g_ss_local_frees + g_ss_remote_frees));
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
3. **Monitor SuperSlab lifecycle**:
|
|||
|
|
```bash
|
|||
|
|
HAKMEM_TINY_COUNTERS_DUMP=1 ./larson_hakmem 10 8 128 1024 1 12345 4
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
**Expected output**:
|
|||
|
|
```
|
|||
|
|
Local frees: 20M (50%), Remote frees: 20M (50%)
|
|||
|
|
SuperSlabs allocated: 50, freed: 45, active: 5
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
### Phase 3: Performance Impact Assessment (30 min)
|
|||
|
|
|
|||
|
|
**Measure overhead of fix:**
|
|||
|
|
|
|||
|
|
1. **Baseline** (without fix):
|
|||
|
|
```bash
|
|||
|
|
scripts/run_larson_claude.sh tput 2 4
|
|||
|
|
# Score: 4.19M ops/s (before OOM)
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
2. **With fix** (remote free decrement):
|
|||
|
|
```bash
|
|||
|
|
# Rerun after applying Phase 1 fix
|
|||
|
|
scripts/run_larson_claude.sh tput 10 4 # Run longer to verify stability
|
|||
|
|
# Expected: 4.10-4.19M ops/s (0-2% overhead from extra atomic decrement)
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
3. **With aggressive trim**:
|
|||
|
|
```bash
|
|||
|
|
HAKMEM_TINY_IDLE_TRIM_MS=10 scripts/run_larson_claude.sh tput 10 4
|
|||
|
|
# Expected: 3.8-4.0M ops/s (5-10% overhead from frequent trim)
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
**Optimization**: If trim overhead is too high, increase interval to 500ms.
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 8. Alternative Architectures (Future Work)
|
|||
|
|
|
|||
|
|
### Option F: Centralized Freelist (mimalloc approach)
|
|||
|
|
|
|||
|
|
**Design**:
|
|||
|
|
- Remove TLS ownership (`owner_tid`)
|
|||
|
|
- All frees go to central freelist (lock-free MPMC)
|
|||
|
|
- No "remote" frees - all frees are symmetric
|
|||
|
|
|
|||
|
|
**Pros**:
|
|||
|
|
- No cross-thread vs same-thread distinction
|
|||
|
|
- Simpler accounting (`total_active_blocks` always accurate)
|
|||
|
|
- Better load balancing across threads
|
|||
|
|
|
|||
|
|
**Cons**:
|
|||
|
|
- Higher contention on central freelist
|
|||
|
|
- Loses TLS fast path advantage (~20-30% slower on single-thread workloads)
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
### Option G: Hybrid TLS + Periodic Consolidation
|
|||
|
|
|
|||
|
|
**Design**:
|
|||
|
|
- Keep TLS fast path for same-thread frees
|
|||
|
|
- Periodically (every 100ms) "adopt" remote freelists:
|
|||
|
|
- Drain remote queues → update `total_active_blocks`
|
|||
|
|
- Return empty SuperSlabs to OS
|
|||
|
|
- Coalesce sparse SuperSlabs into fuller ones (soft compaction)
|
|||
|
|
|
|||
|
|
**Pros**:
|
|||
|
|
- Preserves fast path performance
|
|||
|
|
- Automatic memory reclamation
|
|||
|
|
- Works with Larson's cross-thread pattern
|
|||
|
|
|
|||
|
|
**Cons**:
|
|||
|
|
- Requires background thread (already exists)
|
|||
|
|
- Periodic overhead (amortized over 100ms interval)
|
|||
|
|
|
|||
|
|
**Implementation**: This is essentially **Option A + Option B** combined!
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 9. Conclusion
|
|||
|
|
|
|||
|
|
### Root Cause Summary
|
|||
|
|
|
|||
|
|
1. **Primary bug**: `total_active_blocks` not decremented on remote free
|
|||
|
|
- Impact: SuperSlabs appear "full" even when empty
|
|||
|
|
- Severity: **CRITICAL** - prevents all memory reclamation
|
|||
|
|
|
|||
|
|
2. **Contributing factor**: Background trim disabled by default
|
|||
|
|
- Impact: Even if accounting were correct, no cleanup happens
|
|||
|
|
- Severity: **HIGH** - easy fix (environment variable)
|
|||
|
|
|
|||
|
|
3. **Architectural weakness**: Large SuperSlabs + random allocation = fragmentation
|
|||
|
|
- Impact: Harder to empty large (2MB) slabs vs small (64KB) chunks
|
|||
|
|
- Severity: **MEDIUM** - mitigated by correct accounting
|
|||
|
|
|
|||
|
|
### Verification Checklist
|
|||
|
|
|
|||
|
|
Before declaring the issue fixed:
|
|||
|
|
|
|||
|
|
- [ ] `g_superslabs_freed` increases during Larson run
|
|||
|
|
- [ ] Steady-state memory usage: <100 MB (vs 167 GB before)
|
|||
|
|
- [ ] `total_active_blocks == 0` observed for some SuperSlabs (via debug print)
|
|||
|
|
- [ ] No OOM for 60+ second runs
|
|||
|
|
- [ ] Performance: <5% regression from baseline (4.19M → >4.0M ops/s)
|
|||
|
|
|
|||
|
|
### Expected Outcome
|
|||
|
|
|
|||
|
|
**With Phase 1 fix applied:**
|
|||
|
|
|
|||
|
|
| Metric | Before Fix | After Fix | Improvement |
|
|||
|
|
|--------|-----------|-----------|-------------|
|
|||
|
|
| SuperSlabs allocated | 49,123 | ~50 | -99.9% |
|
|||
|
|
| SuperSlabs freed | 0 | ~45 | ∞ (from zero) |
|
|||
|
|
| Steady-state SuperSlabs | 49,123 | 5-10 | -99.98% |
|
|||
|
|
| Virtual memory (VmSize) | 167 GB | 20 MB | -99.99% |
|
|||
|
|
| Physical memory (VmRSS) | 3.3 GB | 15 MB | -99.5% |
|
|||
|
|
| Utilization | 0.0006% | 2-5% | 3000× |
|
|||
|
|
| Larson score | 4.19M ops/s | 4.1-4.19M | -0-2% |
|
|||
|
|
| OOM @ 2s | YES | NO | ✅ |
|
|||
|
|
|
|||
|
|
**Success criteria**: Larson runs for 60s without OOM, memory usage <100 MB.
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
## 10. Files to Modify
|
|||
|
|
|
|||
|
|
### Critical Files (Phase 1):
|
|||
|
|
|
|||
|
|
1. **`/mnt/workdisk/public_share/hakmem/core/hakmem_tiny_superslab.h`** (line 359)
|
|||
|
|
- Add `ss_active_dec_one(ss);` in `ss_remote_push()`
|
|||
|
|
|
|||
|
|
2. **`/mnt/workdisk/public_share/hakmem/scripts/run_larson_claude.sh`**
|
|||
|
|
- Add `export HAKMEM_TINY_IDLE_TRIM_MS=100`
|
|||
|
|
- Add `export HAKMEM_TINY_TRIM_SS=1`
|
|||
|
|
|
|||
|
|
### Test Command:
|
|||
|
|
|
|||
|
|
```bash
|
|||
|
|
cd /mnt/workdisk/public_share/hakmem
|
|||
|
|
make box-refactor
|
|||
|
|
scripts/run_larson_claude.sh tput 10 4
|
|||
|
|
```
|
|||
|
|
|
|||
|
|
### Expected Fix Time: 1 hour (code change + testing)
|
|||
|
|
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
**Status**: Root cause identified, fix ready for implementation.
|
|||
|
|
**Risk**: Low - one-line fix in well-understood path.
|
|||
|
|
**Priority**: **CRITICAL** - blocks Larson benchmark validation.
|