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Namespace package for components, packages, and plugins within the Swarmauri framework.

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Swarmauri SDK

The Swarmauri SDK offers a comprehensive suite of tools designed for building distributed, extensible systems using the Swarmauri framework.

Swarmauri Namespace Microkernel

The swarmauri package is implemented as a namespace microkernel. When the package is imported it registers a custom importer that consults the interface and plugin citizenship registries to locate actual implementations. This design keeps the namespace lightweight while still allowing first-party and community plugins to be discovered and loaded on demand. New resource kinds are declared in interface_registry.py, then mapped to plugin modules via plugin_citizenship_registry.py. For a deeper look at the import flow, see docs/callflow.md.

Public Operator Surfaces

Swarmauri exposes three stable operator-facing surfaces:

  1. Namespace imports (swarmauri.<kind>)
    The primary runtime surface is the namespace import path. Importing concrete operators through the swarmauri namespace triggers the microkernel importer and resolves to the installed implementation.

  2. Registry contracts (interface_registry.py)
    The interface registry defines the accepted interface path for each resource kind. This is the canonical public contract that implementations must satisfy.

  3. Citizenship mappings (plugin_citizenship_registry.py)
    Citizenship maps each public interface path to a concrete plugin module that can be loaded. This is the public compatibility surface used to connect interface contracts to implementations.

Together these surfaces allow operators to use stable import paths while implementations evolve independently.

Native Dynamic Schemas and Serialization

Swarmauri treats dynamic, typed component serialization as a core runtime strength. Registered component families use type discriminators and dynamic unions so factories, HTTP APIs, queues, and persisted JSON payloads can restore the concrete subclass that was serialized.

Every ComponentBase-derived component inherits JSON support from Pydantic and YAML/TOML helpers from the Swarmauri base mixins. That means the same component initialization can move through JSON, YAML, or TOML configuration files and dump back to those formats while preserving concrete kin.

from typing import Literal
from pydantic import BaseModel
from swarmauri_base.ComponentBase import ComponentBase
from swarmauri_base.DynamicBase import SubclassUnion


@ComponentBase.register_model()
class RuntimeConnector(ComponentBase):
    type: Literal["RuntimeConnector"] = "RuntimeConnector"
    label: str


@ComponentBase.register_type(RuntimeConnector, "HttpRuntimeConnector")
class HttpRuntimeConnector(RuntimeConnector):
    type: Literal["HttpRuntimeConnector"] = "HttpRuntimeConnector"
    endpoint: str


class RuntimePayload(BaseModel):
    connector: SubclassUnion[RuntimeConnector]


payload = RuntimePayload.model_validate(
    {
        "connector": {
            "type": "HttpRuntimeConnector",
            "label": "orders",
            "endpoint": "https://api.example.test/orders",
        }
    }
)

assert isinstance(payload.connector, HttpRuntimeConnector)

Without this, applications usually fall back to untyped dictionaries or manual factory switches. With it, Swarmauri can publish JSON Schema for the available kin classes and hydrate concrete components from the same payloads used by APIs, databases, and configuration files.

Core

  • Core Interfaces: Define the fundamental communication and data-sharing protocols between components in a Swarmauri-based system.

Standard

  • Base Classes: Provide a foundation for constructing Swarmauri components, with standardized methods and properties.
  • Mixins: Reusable code fragments designed to be integrated into various classes, offering shared functionality across different components.
  • Concrete Classes: Ready-to-use, pre-implemented classes that fulfill standard system needs while adhering to Swarmauri principles. These classes are the first in line for ongoing support and maintenance, ensuring they remain stable, performant, and up to date with future SDK developments.

Community

  • Third-Party Plug-in Integration: Concrete classes designed to extend the framework’s capabilities by utilizing third-party libraries and plugins.
  • Open Source Contributions: A collaborative space for developers to contribute new components, plug-ins, and features.

Experimental

  • In-Development Components: Early-stage features and components that push the boundaries of the Swarmauri framework, offering innovative solutions that are still in testing phases.

Features

  • Polymorphism: Allows for dynamic behavior switching between components, enabling flexible, context-aware system behavior.
  • Dynamic JSON Schemas: Updates discriminated-union schemas as registered component kin become available.
  • Discriminated Unions: Provides a robust method for handling multiple possible object types in a type-safe manner.
  • Serialization: Efficiently encode and decode component initializations across JSON, YAML, and TOML while preserving concrete type.
  • Intensional and Extensional Programming: The microkernel continues to leverage both rule-based (intensional) patterns and set-based (extensional) plugin discovery, allowing you to build and manipulate complex data structures with ease.

Use Cases

  • Modular Systems: Develop scalable, pluggable systems that can evolve over time by adding or modifying components without disrupting the entire ecosystem.
  • Distributed Architectures: Build systems with distributed nodes that seamlessly communicate using the SDK’s standardized interfaces.
  • Third-Party Integrations: Extend the system's capabilities by easily incorporating third-party tools, libraries, and services.
  • Prototype and Experimentation: Test cutting-edge ideas using the experimental components in the SDK, while retaining the reliability of core and standard features for production systems.

Extension Surface

Swarmauri is designed to be extended by adding new resource kinds or new implementations for existing kinds.

For extension work:

This extension surface keeps the microkernel small while allowing packages, plugins, and standards modules to participate in the same runtime model.

Authoring Guide

When authoring new Swarmauri components:

  1. Define the interface first
    Start from the interface contract and ensure your class adheres to the expected methods and typing.

  2. Implement concrete behavior in your package
    Keep domain logic in the implementation package and keep the namespace microkernel declarations focused on discovery and routing.

  3. Register the implementation
    Add citizenship entries so the namespace importer can resolve your class.

  4. Instantiate plugins directly in usage examples
    Prefer direct class imports/instantiation in examples and integrations unless a manager abstraction is explicitly required.

  5. Document expected workflow
    Include installation, minimal usage, and extension notes so users can adopt and extend the component safely.

Future Development

The Swarmauri SDK is an evolving platform, and the community is encouraged to contribute to its growth. Upcoming releases will focus on enhancing the framework's modularity, providing more advanced serialization methods, and expanding the community-driven component library.

Modules Overview

Importer

  • importer.py: Handles the dynamic importing of modules and components within the Swarmauri framework.

Interface Registry

  • interface_registry.py: Manages the registration and lookup of interfaces used for communication between different components.

Plugin Citizenship Registry

When introducing a new resource kind or class, remember to update both the plugin_citizenship_registry.py and interface_registry.py so the framework can discover and validate your additions.

Contributing

Contributions are welcome! If you'd like to add a new feature, fix a bug, or improve documentation, kindly go through the contributions guidelines first.

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