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lapinbeam

CI Docs License: MIT

Real-time distributed systems framework for Python with a Rust core. An actor model inspired by Erlang/Elixir (BEAM), built with Rust (Tokio) exposed through PyO3.

Repository: https://github.com/rroblf01/lapinbeam · Docs: https://rroblf01.github.io/lapinbeam/ · Changelog

Status

1.0.0 — the public API (Node, Supervisor, actor/on, ActorRef/ RemoteRef, codec) is stable; a breaking change now requires a major version bump. This hasn't been run at production scale yet — see Limitations below for what it deliberately doesn't do.

Features

  • @actor decorated Python classes with async def receive(msg), or typed dispatch via @on(Type) / @on(default=True) (see below).
  • Supervisor with restart strategies (one_for_one).
  • Node with transparent remote actor references.
  • Multiplexed TCP transport (one socket per peer) with bincode serialization.
  • Heartbeat and connection watchdog in the Rust core.
  • Automatic reconnection of desired peers with backoff.
  • Type-preserving payloads: @dataclass and Pydantic v2 models round-trip between nodes via lapinbeam.codec.
  • ask() request/response on top of fire-and-forget send(), and on_event() for connection/delivery/supervisor observability.
  • Optional shared-secret handshake authentication (cluster_secret).

Install

pip install lapinbeam

The wheel is built for abi3 >= 3.11, so a single artifact covers Python 3.11 through 3.14.

Quickstart (two nodes)

# terminal 1
NODE_NAME=node_a@127.0.0.1:9001 PEER=node_b@127.0.0.1:9002 uv run python examples/app_node_a.py
# terminal 2
NODE_NAME=node_b@127.0.0.1:9002 PEER=node_a@127.0.0.1:9001 uv run python examples/app_node_b.py

Or with Docker (validated end-to-end: 100/100 ACKs inside the compose network):

docker compose up --build

Typed message dispatch

By default an actor implements a single async def receive(self, msg). As an alternative, use @on(Type) to dispatch by the message's real type — which lapinbeam.codec already preserves for @dataclass/Pydantic payloads across nodes — and @on(default=True) for a catch-all handler:

from dataclasses import dataclass
from lapinbeam import actor, on


@dataclass
class Task:
    payload_id: int
    name: str


@actor(name="worker")
class Worker:
    @on(Task)
    async def handle_task(self, msg: Task):
        ...

    @on(default=True)
    async def handle_other(self, msg):
        print("unrecognized message:", msg)

An actor with any @on handler stops using receive entirely; a message whose type has no dedicated handler and no @on(default=True) fallback raises TypeError (crashing the actor, so Supervisor restarts it like any other unhandled exception). Actors that only define receive are unaffected.

Development

uv sync                       # create .venv, build the extension, install deps
uv run maturin develop        # fast rebuild of the Rust extension
uv run pytest                 # Python test suite
cargo test                    # Rust test suite
uv run python bench/bench_remote.py   # throughput benchmarks
uv run python bench/bench_latency.py  # RTT latency percentiles
uv run python bench/bench_codec.py    # codec + JSON conversion path, layer by layer

Nothing is installed on the OS: everything lives in .venv.

Documentation

Full docs (English + Spanish) live under docs/ and build with MkDocs + Material:

uv sync --group docs           # installs mkdocs, mkdocs-material, mkdocs-static-i18n
uv run mkdocs serve             # http://127.0.0.1:8000, live-reloads on edits
uv run mkdocs build --strict    # static site in site/ (gitignored)

Each page has an English file (e.g. docs/getting-started.md) and its Spanish translation (docs/getting-started.es.md); mkdocs-static-i18n serves the Spanish build under /es/ with a language switcher.

Benchmark snapshot

Measured on this machine (Python 3.14, loopback):

Metric Result
asyncio.Queue put/get ~1.6M msg/s
lapinbeam local send ~440K msg/s
lapinbeam remote (loopback TCP) throughput ~16K msg/s
Local dispatch RTT p50 0.007 ms
Remote loopback TCP RTT (send + ack) p50 0.44 ms / p99 0.93 ms

Limitations

  • Payloads must be JSON-compatible (dict/list/str/int/float/bool/None). Ints are limited to i64/u64; larger ints raise TypeError.
  • __lb_type__ is a reserved payload key (used by the type-preserving codecs).
  • Type preservation happens only on remote sends; local sends pass the object by reference (zero-copy). A Pydantic field typed loosely (e.g. Any) won't get a nested @dataclass value reconstructed on decode — it comes back as a plain dict instead; a properly-typed field (e.g. inner: Inner) round-trips fine via Pydantic's own validation.
  • Actor names must be unique per node. Simultaneous dial (both nodes connecting to each other at once) is resolved deterministically — exactly one connection survives, not two.
  • Actor mailboxes are unbounded by default; see Node(mailbox_capacity=...).
  • Payloads larger than 16 MiB are rejected on the sender.

Publishing to PyPI

uv build                      # produce wheel (abi3) + sdist in dist/
uv publish                    # upload to PyPI (uses UV_PUBLISH_TOKEN)

CI (./.github/workflows/ci.yml) runs the test matrix on Python 3.11-3.14, a Docker Compose end-to-end check, and builds the distributable artifacts.

Project layout

src/           Rust core (_core extension module)
lapinbeam/     Pure-Python layer (@actor, Node, Supervisor, refs)
tests/         Rust integration tests
tests-python/  Python tests (pytest)
examples/      Two-node bidirectional demo, plus E2E fixtures used by CI
bench/         Throughput, latency and codec benchmarks

License

MIT

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1.3.0

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1.2.0

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1.0.3

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1.0.2

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1.0.0 This release

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