Skip to main content

A distributed task queue for building reliable multi-agent systems.

Project description

nFactorial

Factorial is a distributed task queue for building reliable multi-agent systems. It makes the following trivial to implement:

  • Agent Reliability: Automatic retries, backoff strategies, and recovery of dropped tasks from crashed workers.
  • In-flight Task Management: Cancel, steer, and monitor running tasks.
  • Spawning Sub Agents: Having an agent spawn multiple sub agents and wait for their completion before continuing.
  • Deferred Tools: Pause the agent while it waits for long running tools to complete externally or wait for user approval before continuing.
  • Observability: Built-in metrics dashboard and comprehensive logging

Dashboard

Installation

pip install nfactorial

Quick Start

from factorial import Agent, Orchestrator, AgentWorkerConfig, gpt_41


def get_weather(location: str) -> str:
    return f"The weather in {location} is sunny and 72°F"


agent = Agent(
    instructions="You help users get weather information.",
    model=gpt_41,
    tools=[get_weather],
)

# Create orchestrator
orchestrator = Orchestrator(
    redis_host="localhost",
    redis_port=6379,
    redis_db=0,
    redis_max_connections=50,
)
orchestrator.register_runner(
    agent=agent, agent_worker_config=AgentWorkerConfig(workers=1)
)

# Run the system
if __name__ == "__main__":
    orchestrator.run()

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

nfactorial-0.1.21.tar.gz (69.5 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

nfactorial-0.1.21-py3-none-any.whl (81.3 kB view details)

Uploaded Python 3

File details

Details for the file nfactorial-0.1.21.tar.gz.

File metadata

  • Download URL: nfactorial-0.1.21.tar.gz
  • Upload date:
  • Size: 69.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.11.0

File hashes

Hashes for nfactorial-0.1.21.tar.gz
Algorithm Hash digest
SHA256 4a6b4899313dab18e1e6772e60b4339c959bc66479bdf9af5512411c4abb0642
MD5 19db255b431af552997cb01f924aa2d6
BLAKE2b-256 4f63c894f9fe8858dddfc132bd56f96bd39adfb5a29c48a3f98c2ad8de777d1e

See more details on using hashes here.

File details

Details for the file nfactorial-0.1.21-py3-none-any.whl.

File metadata

  • Download URL: nfactorial-0.1.21-py3-none-any.whl
  • Upload date:
  • Size: 81.3 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.1.0 CPython/3.11.0

File hashes

Hashes for nfactorial-0.1.21-py3-none-any.whl
Algorithm Hash digest
SHA256 8357b49aca66a34d3bad93624150962e86274e1d1bf8d0f881be8ef31f233715
MD5 ef2035ae1ef07ac1438387e1c3ac1ca0
BLAKE2b-256 2d753ac329e3c704b4dc5c86aa8b68fd5a2837c9c92816b5a999a4039a0bb0af

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page