AI APIs
AI APIs: Server Configuration and Integration
This article details the server configuration required to effectively utilize and integrate Artificial Intelligence (AI) APIs within our MediaWiki environment. It is targeted towards system administrators and developers new to deploying AI-powered features. We will cover hardware requirements, software dependencies, networking considerations, and security best practices. Understanding these aspects is crucial for ensuring stable, scalable, and secure AI API integration. This guide assumes a base installation of MediaWiki 1.40 on a Linux server. See Manual:Configuration for initial MediaWiki setup.
1. Hardware Requirements
Running AI APIs, especially those dealing with large language models or image processing, demands significant computational resources. The following table outlines the minimum and recommended hardware specifications:
Component | Minimum Specification | Recommended Specification |
---|---|---|
CPU | 4 Cores, Intel Xeon E3 or AMD Ryzen 5 | 8+ Cores, Intel Xeon Gold or AMD EPYC |
RAM | 16 GB DDR4 | 32+ GB DDR4 ECC |
Storage | 256 GB SSD | 1 TB NVMe SSD |
GPU (Optional, but highly recommended for ML tasks) | NVIDIA GeForce GTX 1660 with 6GB VRAM | NVIDIA Tesla T4 or A10 with 16+ GB VRAM |
Network Interface | 1 Gbps Ethernet | 10 Gbps Ethernet |
These specifications are a starting point and will vary based on the specific AI APIs being used and the expected load. Pay close attention to the API provider's documentation regarding resource requirements. See Manual:Hardware for more details about supported hardware.
2. Software Dependencies
Several software packages are required to facilitate communication with AI APIs. These include programming language runtimes, package managers, and specific libraries tailored to the APIs you intend to use.
Software | Version | Purpose |
---|---|---|
Operating System | Ubuntu Server 22.04 LTS or CentOS 7+ | Provides the base operating environment. |
PHP | 8.1 or higher | MediaWiki's core scripting language. |
Python | 3.9 or higher | Used for scripting and interacting with many AI APIs. See Help:Python for setup instructions. |
pip (Python Package Installer) | Latest version | Manages Python dependencies. |
curl | Latest version | Used for making HTTP requests to APIs. |
OpenSSL | Latest version | Provides secure communication protocols. |
Relevant API SDKs (e.g., OpenAI Python library, Google Cloud SDK) | Latest version | Simplifies interaction with specific AI APIs. |
Ensure all software is regularly updated to benefit from security patches and performance improvements. Refer to Manual:Software requirements for more details.
3. Networking and Security
Networking configuration is vital for allowing MediaWiki to communicate with external AI APIs. Security is paramount, especially when transmitting sensitive data.
Aspect | Configuration | Security Considerations |
---|---|---|
Firewall | Allow outbound connections to API provider's endpoints (ports 443 and 80). | Regularly review firewall rules. Implement intrusion detection/prevention systems. See Manual:Firewall for setup details. |
DNS Resolution | Ensure proper DNS resolution for API provider's domains. | Use a reliable DNS provider. |
API Keys | Store API keys securely – *never* hardcode them into the MediaWiki codebase. Use environment variables or a dedicated secrets management system. | Rotate API keys periodically. Implement access controls to limit key usage. See Manual:API keys for best practices. |
SSL/TLS | Always use HTTPS for communication with AI APIs. | Verify SSL certificates. |
Rate Limiting | Implement rate limiting to prevent abuse and protect API keys. | Monitor API usage and adjust rate limits as needed. |
Consider using a reverse proxy, such as Manual:Nginx or Apache, to further enhance security and manage traffic.
4. Integration with MediaWiki
Integrating AI APIs into MediaWiki typically involves writing PHP extensions or using the MediaWiki API. This allows you to leverage AI capabilities within the wiki's functionality.
- **PHP Extensions:** Developing a custom PHP extension provides the most direct control and performance. However, it requires strong PHP programming skills. See Development:Extensions for information on extension development.
- **MediaWiki API:** The MediaWiki API allows you to create bots and scripts that interact with the wiki. This is useful for tasks like automatically tagging articles or generating summaries using AI. See API:Main page for details.
- **Webhooks:** Utilize webhooks to trigger AI processes based on events within MediaWiki, such as page creation or editing. This requires careful security considerations.
- **External Scripts:** Use external scripts (e.g., Python) and call them from PHP using `exec()` or similar functions. Be careful with security implications of running external code.
5. Monitoring and Logging
Effective monitoring and logging are essential for identifying and resolving issues. Monitor resource utilization (CPU, RAM, disk I/O, network) and API response times. Log all API requests and responses for debugging and auditing purposes. Use tools like Help:Logging and system monitoring utilities (e.g., Prometheus, Grafana) for comprehensive monitoring. Regularly review logs for errors and unusual activity.
6. Further Resources
- Manual:Configuration - General MediaWiki configuration information.
- Manual:Software requirements - Details about supported software.
- Manual:Firewall - Setting up a firewall.
- Manual:API keys - Best practices for managing API keys.
- Manual:Nginx - Configuring Nginx as a reverse proxy.
- API:Main page - MediaWiki API documentation.
- Development:Extensions - Extending MediaWiki with PHP extensions.
- Help:Python - Setting up Python on the server.
- Help:Logging – Configuring MediaWiki logging.
Intel-Based Server Configurations
Configuration | Specifications | Benchmark |
---|---|---|
Core i7-6700K/7700 Server | 64 GB DDR4, NVMe SSD 2 x 512 GB | CPU Benchmark: 8046 |
Core i7-8700 Server | 64 GB DDR4, NVMe SSD 2x1 TB | CPU Benchmark: 13124 |
Core i9-9900K Server | 128 GB DDR4, NVMe SSD 2 x 1 TB | CPU Benchmark: 49969 |
Core i9-13900 Server (64GB) | 64 GB RAM, 2x2 TB NVMe SSD | |
Core i9-13900 Server (128GB) | 128 GB RAM, 2x2 TB NVMe SSD | |
Core i5-13500 Server (64GB) | 64 GB RAM, 2x500 GB NVMe SSD | |
Core i5-13500 Server (128GB) | 128 GB RAM, 2x500 GB NVMe SSD | |
Core i5-13500 Workstation | 64 GB DDR5 RAM, 2 NVMe SSD, NVIDIA RTX 4000 |
AMD-Based Server Configurations
Configuration | Specifications | Benchmark |
---|---|---|
Ryzen 5 3600 Server | 64 GB RAM, 2x480 GB NVMe | CPU Benchmark: 17849 |
Ryzen 7 7700 Server | 64 GB DDR5 RAM, 2x1 TB NVMe | CPU Benchmark: 35224 |
Ryzen 9 5950X Server | 128 GB RAM, 2x4 TB NVMe | CPU Benchmark: 46045 |
Ryzen 9 7950X Server | 128 GB DDR5 ECC, 2x2 TB NVMe | CPU Benchmark: 63561 |
EPYC 7502P Server (128GB/1TB) | 128 GB RAM, 1 TB NVMe | CPU Benchmark: 48021 |
EPYC 7502P Server (128GB/2TB) | 128 GB RAM, 2 TB NVMe | CPU Benchmark: 48021 |
EPYC 7502P Server (128GB/4TB) | 128 GB RAM, 2x2 TB NVMe | CPU Benchmark: 48021 |
EPYC 7502P Server (256GB/1TB) | 256 GB RAM, 1 TB NVMe | CPU Benchmark: 48021 |
EPYC 7502P Server (256GB/4TB) | 256 GB RAM, 2x2 TB NVMe | CPU Benchmark: 48021 |
EPYC 9454P Server | 256 GB RAM, 2x2 TB NVMe |
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⚠️ *Note: All benchmark scores are approximate and may vary based on configuration. Server availability subject to stock.* ⚠️