CentML

Fast, Efficient Inference

Freemium

Description

CentML provides a comprehensive full-stack solution designed to optimize artificial intelligence models, significantly enhancing their performance from the application layer down to the silicon. The platform focuses on delivering faster inference speeds, potentially up to 3x, and substantial cost reductions for AI operations by up to 10x, enabling businesses to achieve greater efficiency without compromising model accuracy. It supports a wide range of industry-leading models, hardware accelerators, and cloud environments, offering users considerable flexibility and control over their AI infrastructure with no vendor lock-in.

With CentML, organizations can stay agile by experimenting with leading open-source Large Language Models on its secure platform and upgrading their deployments with a single click. The system is engineered to automatically scale to meet any workload demands by employing a suite of advanced inference optimization techniques. It leverages methods such as pipeline and tensor parallelism, speculative decoding, continuous batching, paged attention, and various quantization approaches including AWQ/GPTQ. Additionally, it offers integrated tools for auto-scaling, cost management, and scenario planning, helping to streamline resource management and adapt hardware settings to AI workloads in real time.

Key Features

Full-Stack AI Optimization: Optimizes all layers from application to silicon for maximum speed and efficiency.
Significant Cost Reduction: Lowers inference costs by up to 10x without compromising model accuracy.
Ultimate Flexibility: Supports any model, any cloud, and any accelerator with no vendor lock-in.
Advanced Inference Optimizations: Implements pipeline parallelism, tensor parallelism, speculative decoding, continuous batching, paged attention, and AWQ/GPTQ quantization.
Automatic Scaling & Cost Management: Offers auto-scaling, cost management tools, and a scenario planner for dynamic workloads.
Secure Deployment Platform: Provides a secure, fast, and easy-to-use interface for fine-tuning and deploying AI models.