Distributed Python task execution via automatic function serialization
Reason this release was yanked:
Tests don't pass
Project description
offwork
Run any Python function on a remote worker — zero setup, zero deployment.
Add @offwork.task to a function. offwork captures its source, all dependencies, and all imports automatically. Workers reconstruct and execute everything from scratch — no shared filesystem, no deployment pipeline. Missing packages are installed on the fly.
Quick start
pip install offwork
import asyncio, math, offwork
import offwork
offwork.connect("local://localhost:9748")
def add(a, b):
return a + b
@offwork.task
def hypotenuse(a: float, b: float) -> float:
return math.sqrt(add(a**2, b**2))
async def main():
print(await hypotenuse.run(3.0, 4.0)) # 5.0
asyncio.run(main())
Only the entry point needs @offwork.task — everything it calls is captured automatically.
offwork worker --backend local://localhost:9748 --tmp # start a worker
python my_script.py # → 5.0
For multi-machine, swap local:// for redis:// or an https:// managed broker URL.
Features
| Auto dependency capture | Functions, classes, constants, closures — recursive AST analysis |
| Package auto-install | Workers pip install missing packages before execution |
| Async-native | .run(), .start(), .map(), asyncio.gather |
| Retry & timeout | @offwork.task(timeout=30, retries=3) with exponential backoff |
| Scheduling | .run_in(delay), .run_at(datetime), .run_every(freq) with cancellation |
| Throttling | @offwork.task(throttle=timedelta(hours=24)/50) — rate-limit executions |
| Progress & cancellation | offwork.progress(3, 10) inside tasks; await future.cancel() on client |
| Heartbeat & stall detection | Workers heartbeat; clients raise TaskStalled on silence |
| Content-hash caching | Same code = cache hit, regardless of client |
| Pluggable backends | local:// (TCP), redis://, amqp:// (RabbitMQ), https:// (hosted) |
| Docker sandbox | Container isolation, transparent to clients |
| Signed execution | Pre-shared token or PIN pairing + HMAC-SHA256 task authentication |
| Graceful shutdown | Ctrl+C drains in-flight tasks; second Ctrl+C force-quits |
Sandbox
Run tasks inside Docker containers for isolation — transparent to clients:
offwork sandbox setup # build image (once)
offwork worker --backend redis://localhost:6379 --sandbox # run with isolation
See Sandbox for configuration.
Signing
Pre-shared token or PIN-based pairing + HMAC-SHA256 — workers reject untrusted or tampered tasks:
# Token-based (recommended for CI/CD)
offwork token generate
export OFFWORK_SIGNING_TOKEN=<token> # set on client & worker
offwork worker --backend redis://localhost:6379 --require-signing
# PIN-based pairing (interactive)
offwork worker --backend redis://localhost:6379 --pair # displays a 6-digit PIN
offwork pair --backend redis://localhost:6379 # on client: enter the PIN
After setup, tasks are signed automatically. No client-side code changes. See Signing & Pairing.
Documentation
| Quick Start | Tutorial and API walkthrough |
| Technical Overview | Architecture, serialization format, internals |
| Signing & Pairing | Cryptographic task signing protocol |
| Sandbox | Docker container isolation |
Examples
offwork worker --backend local://localhost:9748 --tmp
offwork run examples/remote_execution.py
remote_execution.py · async_execution.py · package_installation.py · progress_reporting.py · cancellation.py · scheduling.py · throttling_and_retry.py · large_module.py
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