Skip to content

Third-Party Library Integration Guide

This document outlines the integration strategy for third-party libraries across all vertical feature slices in the Atlas architecture.

Overview

Atlas integrates carefully selected third-party libraries to leverage battle-tested implementations while maintaining architectural consistency. Each feature slice uses specific libraries optimized for its domain.

Core Integration Libraries

Schema and Validation

  • Marshmallow: Primary schema validation, serialization, and documentation
  • Marshmallow-Dataclass: Type-safe schema creation from dataclasses

State Management

  • Pyrsistent: Immutable data structures with structural sharing
  • Eventsourcing: Event-sourced state with temporal tracking
  • DiffSync: State synchronization and conflict resolution

Event and Communication

  • Blinker: Signal-based event dispatch and subscription
  • Effect: Side effect tracking and testable operations

Dependency and Lifecycle

  • Dependency Injector: Component lifecycle and service discovery
  • AspectLib: Cross-cutting concerns management

Execution and Parallelism

  • TaskMap: Dependency-based parallel execution

Feature Slice Integration Patterns

Streaming Chat

  • Blinker: Event bus for reactive communication
  • Pyrsistent: Immutable state containers for thread safety
  • Marshmallow: Schema validation for streaming responses
  • Effect: Side effect tracking for streaming operations

Agent Delegation

  • Eventsourcing: Temporal agent state tracking
  • Blinker: Inter-agent message publication/subscription
  • DiffSync: Agent state synchronization
  • Marshmallow: Agent and message schema validation

Knowledge Retrieval

  • AspectLib: Cross-cutting concerns for retrieval pipeline
  • Dependency Injector: Service discovery for retrieval components
  • Marshmallow: Document and chunk schema validation
  • Pyrsistent: Immutable document representation

Multi-Provider Routing

  • Dependency Injector: Provider container and registration
  • Effect: Provider operation side effects
  • DiffSync: Provider state reconciliation
  • Marshmallow: Provider capability validation

Workflow Execution

  • TaskMap: Parallel task execution with dependencies
  • Blinker: Event-driven workflow coordination
  • Pyrsistent: Immutable workflow definitions
  • Effect: Workflow side effect management

Command CLI

  • Dependency Injector: CLI service resolution
  • AspectLib: Command cross-cutting extensions
  • Marshmallow: Command parameter validation
  • Effect: Command execution effect tracking

Integration Guidelines

Schema-First Approach

  1. Define schemas before implementation
  2. Use schema validation at all API boundaries
  3. Generate documentation from schemas
  4. Implement schema evolution with versioning

Performance Considerations

  • Cache schema instances for frequent validations
  • Use lazy initialization for resource-intensive components
  • Implement batched operations where applicable
  • Optimize for common usage patterns

Error Handling

  • Comprehensive error recovery strategies
  • Graceful degradation when libraries unavailable
  • Detailed error messages with context
  • Consistent error handling patterns

Testing Integration

  • Mock library dependencies for unit tests
  • Integration tests with real library instances
  • Performance benchmarks for library operations
  • Compatibility testing across library versions

Implementation Notes

  • All libraries chosen for production readiness and maintenance
  • Consistent usage patterns across feature slices
  • Minimal coupling between library integrations
  • Clear separation of concerns per library

See Proposed Structure for architectural context and Implementation Guide for schema implementation details.

Released under the MIT License.