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Matheus de Camargo Marques
Matheus de Camargo Marques

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I Re-Architected the Erlang VM Core in C to Eliminate O(N) Loops — The PON-BEAM Saga

The history of concurrent computing features a golden chapter written at the Ericsson Computer Science Laboratory in the late 1980s. Erlang and its virtual machine, the BEAM, introduced the actor model at an industrial scale: millions of lightweight isolated processes exchanging messages without shared memory, fault-tolerant under the motto "Let It Crash".

However, beneath the elegance of the actor model lies an uncomfortable secret buried deep within the ERTS (Erlang Run-Time System) C engine: the virtual machine spends an immense quantity of CPU cycles asking whether things have changed.

To solve this, I developed PON-BEAM: a complete re-architecture of the Erlang/OTP 30 virtual machine in C. By applying the Notification-Oriented Paradigm (PON), we replaced forty years of legacy polling loops with a precise mesh of reactive notifications.

The Fundamental Flaw: The Cost of Polling

In traditional Erlang/OTP, critical runtime subsystems rely on procedural linear searches and active polling loops:

  1. Selective Receive Scans: When a process executes a selective receive with M clauses and N pending messages, the VM executes up to N x M match trials. If a server accumulates 50,000 messages and a priority message matches at the tail, the BEAM traverses all preceding messages one by one.
  2. Scheduler Spinning: Idle schedulers execute busy-wait loops to minimize wakeup latency, burning 5% to 30% of a CPU core in complete idleness just waiting for new processes.
  3. Timer Wheel Scanning: Periodic wheel iterations to detect expired timers.
  4. Garbage Collection Traversals: Semi-space scanning proportional to total heap size (O(heap)) rather than strictly active live objects.

The Solution: The Notification-Oriented Paradigm

The Notification-Oriented Paradigm (NOP), formulated by Prof. Dr. Jean Marcelo Simão, postulates that computation should not be structured around passive functions that are polled. Instead, it relies on reactive entities that evaluate themselves and actively notify interested dependents at the exact instant a state change occurs.

Instead of continuously asking "Has anything changed?", PON-BEAM inverts the control flow inside the ERTS C core using Linux kernel primitives like eventfd and epoll. The foundational entities are:

  • Premises: Entities evaluating elemental condition clauses and monitoring state updates.
  • Conditions: Logical collectors of Premises.
  • Instigations: Actions triggered atomically when a Condition is satisfied.

The Golden Rule: Surgical Isolation

Modifying a VM with decades of continuous evolution without breaking the regression test suite demands strict discipline. The core rule for PON-BEAM was that no original line of OTP code would be destroyed. All ERTS C modifications live enclosed within the preprocessor guard #ifdef PON_BEAM, ensuring 100% backward compatibility.

The 7 Structural Victories

By replacing linear scans with reactive notification meshes, PON-BEAM achieved significant asymptotic gains across all major runtime subsystems:

  1. PON-Receive: Replaced O(N x M) mailbox scans with type-classified bucket queues and direct pon_in_link Premises. Selective receive latency dropped from 1,489 µs to 6 µs (a 248x speedup).
  2. PON-Scheduler: Replaced scheduler spinning loops with eventfd and epoll_wait. Schedulers now sleep perfectly, dropping idle CPU consumption to 0.0%.
  3. PON-ETS: Replaced repeated table lock lookups with lateral Watcher notifications, achieving 9,970,000 ops/sec (250x read acceleration).
  4. PON-GC: Replaced full-heap scanning sweeps with Dijkstra Tri-Color incremental mark-by-notification. Scanning is now proportional to live objects (O(live)), reducing GC pause times by 10x.
  5. PON-Timer: Replaced periodic Timer Wheel ticks with Linux timerfd Instigations.
  6. PON-Spawn: Replaced passive process queue polling with active scheduling notifications.
  7. PON-Compiler: Integrated a native SSA pass generating Premise matching bytecode directly.

Formal Verification Pipeline

Altering the low-level C codebase of a telecom-grade virtual machine risks introducing subtle race conditions or lost wakeups. To guarantee correctness, PON-BEAM includes a 4-pillar formal verification suite:

  • TLA+ / TLC Model Checker: Validating non-blocking invariants in the scheduler and mailbox specifications.
  • Coq Mechanized Proofs: Mechanized correctness of the Tri-Color GC propagation.
  • Frama-C / ACSL: C source-level contract verification ensuring memory safety and loop termination.
  • PropEr: Stateful equivalence property testing against stock OTP 30.

Conclusion

PON-BEAM proves that virtual machines do not need to poll. By replacing search loops with point-to-point notifications, the VM becomes dramatically more energy-efficient, reactive, and predictable.

You can run the full differential benchmark suite comparing baseline OTP 30 against the PON-BEAM build via Docker. Check out the repository, read the formal proofs, and run the benchmarks:

GitHub Repository: matheuscamarques/pon_beam

I would love to hear your thoughts on this architectural approach. What are the biggest bottlenecks you face when pushing BEAM to its limits? Let's discuss in the comments.

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