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πŸ”Œ Production-ready AI service integrations. Demonstrating efficient orchestration of various AI services with optimized local compute capabilities. 🌐

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AI APIs Integration πŸ”Œ

Python OpenAI LangChain FastAPI License

Production-ready integrations with major AI services and APIs. Demonstrating efficient orchestration and implementation of various AI services in real-world applications.

Features β€’ Installation β€’ Quick Start β€’ Documentation β€’ Contributing

πŸ“‘ Table of Contents

✨ Features

  • Multi-service AI orchestration
  • Intelligent fallback strategies
  • Rate limiting and caching
  • Cost optimization techniques
  • Production monitoring tools

πŸ“ Project Structure

graph TD
    A[ai-apis-integration] --> B[services]
    A --> C[orchestration]
    A --> D[optimization]
    A --> E[monitoring]
    B --> F[openai]
    B --> G[anthropic]
    B --> H[google]
    C --> I[routing]
    C --> J[fallback]
    D --> K[caching]
    D --> L[cost]
    E --> M[metrics]
    E --> N[alerts]
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ai-apis-integration/
β”œβ”€β”€ services/          # Service integrations
β”‚   β”œβ”€β”€ openai/       # OpenAI integration
β”‚   β”œβ”€β”€ anthropic/    # Anthropic integration
β”‚   └── google/       # Google AI integration
β”œβ”€β”€ orchestration/     # Service orchestration
β”‚   β”œβ”€β”€ routing/      # Request routing
β”‚   └── fallback/     # Fallback strategies
β”œβ”€β”€ optimization/      # Optimization tools
β”œβ”€β”€ monitoring/        # Monitoring systems
β”œβ”€β”€ tests/            # Unit tests
└── README.md         # Documentation

πŸ”§ Prerequisites

  • Python 3.8+
  • Valid API keys for services
  • Redis (for caching)
  • Docker (optional)

πŸ“¦ Installation

# Clone repository
git clone https://github.com/BjornMelin/ai-apis-integration.git
cd ai-apis-integration

# Create environment
python -m venv venv
source venv/bin/activate

# Install dependencies
pip install -r requirements.txt

# Set up environment variables
cp .env.example .env
# Edit .env with your API keys

πŸš€ Quick Start

from ai_integration import services, optimization

# Initialize service orchestrator
orchestrator = services.AIOrchestrator(
    providers=["openai", "anthropic"],
    cache_enabled=True
)

# Configure cost optimization
cost_manager = optimization.CostManager(
    budget_limit=100,
    optimization_level="aggressive"
)

# Make API request with automatic optimization
response = orchestrator.process_request(
    prompt="Generate a business analysis",
    cost_manager=cost_manager,
    fallback_enabled=True
)

πŸ“š Documentation

Integrations

Service Features Latency Cost/1K Tokens
OpenAI GPT-4, Embeddings 500ms $0.03
Anthropic Claude, Analysis 600ms $0.02
Google PaLM, Vision 450ms $0.01

Performance

  • Intelligent request routing
  • Response caching
  • Rate limit management
  • Error handling

Cost Optimization

Strategy Savings Impact
Smart Routing 30% Minimal
Caching 45% None
Batch Processing 25% +100ms Latency

🀝 Contributing

πŸ“Œ Versioning

We use SemVer for versioning. For available versions, see the tags on this repository.

✍️ Authors

Bjorn Melin

πŸ“ Citation

@misc{melin2024aiapisintegration,
  author = {Melin, Bjorn},
  title = {AI APIs Integration: Production-Ready AI Service Orchestration},
  year = {2024},
  publisher = {GitHub},
  url = {https://github.com/BjornMelin/ai-apis-integration}
}

πŸ“„ License

This project is licensed under the MIT License - see the LICENSE file for details.

πŸ™ Acknowledgments

  • OpenAI team
  • Anthropic developers
  • LangChain community
  • FastAPI developers

Made with πŸ”Œ and ❀️ by Bjorn Melin

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