Deploying AI Models with Baseten
Baseten offers a comprehensive solution for deploying AI models in production. It caters to various needs, ensuring a smooth experience from development to deployment.
Overview
Baseten stands out for its ability to provide fast, scalable inference. Whether in its cloud or yours, it's built to handle performance, security, and reliability matters while offering a delightful developer experience. It enables companies to accelerate their time to market when scaling inference in production.
Compared to some existing AI deployment platforms, Baseten offers more streamlined developer workflows. For example, other platforms might have complex setup procedures, but Baseten simplifies the transition from development to production with just a few commands.
Core Features
- Performance: Baseten delivers high model throughput (up to 1,500 tokens per second) and fast time to first token (below 100ms). It also has inference optimizations that allow models to have a lower memory footprint while running on optimal hardware. Features like blazing fast cold starts and effortless GPU autoscaling ensure models are ready for inference quickly and can scale horizontally to meet demands without overpaying for compute.
- Developer Workflow: With Truss, an open-source standard for packaging models, it becomes easy to share and deploy models built in any framework. You can deploy models in just a few commands, and your deployed model is automatically wrapped in an endpoint.
- Enterprise Readiness: It provides high-performance, secure, and dependable model inference services that align with the critical operational, legal, and strategic needs of enterprise companies. It also offers single tenancy for added security.
Basic Usage
- Resource management on Baseten allows you to efficiently manage your models, ensuring optimal resource allocation and performance. Logs & event filtering help in quickly identifying and resolving issues.
- Cost management keeps your infrastructure costs in check with detailed cost tracking and optimization recommendations.
- The observability tools ensure your systems are operating smoothly by tracking inference counts, response times, GPU uptime and other critical metrics in real-time.
In conclusion, Baseten is a powerful tool for those looking to deploy AI models in production, offering a range of features that make the process efficient and reliable.
