CentML
CentML is a company specializing in AI optimization tools such as CServe, Hidet, and DeepView, aimed at reducing computing costs and enhancing GPU efficiency.
Services
CentML provides solutions designed to optimize artificial intelligence (AI) model performance while reducing computing costs. The company's services focus on enhancing GPU efficiency, offering significant improvements in model inference acceleration and cost reductions in AI operations. CentML's key offerings assist businesses in optimizing their AI workflows, resulting in better performance and operational cost savings.
Products
CentML offers three main products: CServe, Hidet, and DeepView. CServe is tailored for the Large Language Model (LLM) era, promising up to 70% cost reductions and up to 8x latency improvement for model serving. Hidet is an open-source deep learning compiler that facilitates the compilation of Deep Neural Network (DNN) models from PyTorch and ONNX frameworks to efficient CUDA kernels. DeepView, another open-source tool, is a profiler that assists machine learning practitioners in identifying model bottlenecks and predicting deployment times and costs.
AI Model Optimization Solutions
CentML specializes in offering solutions that reduce computing costs and enhance the efficiency of GPU operations for AI models. One of CentML's claims includes providing up to 8x acceleration in model inference, significantly improving how AI models perform tasks and process data. These solutions are vital for enterprises seeking to make their AI deployments more cost-effective and resource-efficient.
Office Locations
CentML maintains two office locations. One office is situated at 22 Adelaide Street West, Toronto, Ontario, Canada. The other is located at 4005 Miranda Ave., Palo Alto, California, United States. These strategic locations support their operations and client interactions in Canada and the United States.
Open-Source Tools for AI
CentML supports the development and distribution of open-source tools for AI practitioners. Hidet is an open-source deep learning compiler that provides end-to-end compilation of DNN models from frameworks like PyTorch and ONNX to optimized CUDA kernels. DeepView is an open-source profiler that helps in identifying bottlenecks in AI models and predicting their deployment time and costs, thus enabling more effective and efficient problem resolution.