Mako GPU Kernel Optimization
بواسطة A2 Labs, Inc.
Increase AI model performance on any hardware and reduce compute cost by up to 70%.
Get a free benchmark report to see Mako optimization in action on your choice of hardware / AI model. Mako's AI-assisted GPU kernel optimization increases model performance and reduces compute cost by up to 70%.
The free benchmark includes a comprehensive TCO analysis for your model across multiple hardware configurations. Gain an in depth understanding GPU utilization and an actionable plan to improve performance and reduce cost.
Mako eliminates the need for expensive and manual GPU optimization, automatically generating high-performance code that runs efficiently on any hardware. And you can run your existing AI models at peak performance across any GPU infrastructure, eliminating vendor lock-in and scaling constraints.
Mako delivers continuous, automated performance improvements without requiring changes to your existing code or hiring specialized engineers. Our intelligent compiler automatically optimizes your AI workloads 24/7, ensuring you maintain peak efficiency as your models and infrastructure evolve.
At the core of our platform is an innovative compiler that leverages hardware-aware deep learning-based search to automatically select from the growing ecosystem of vendor-provided and open-source GPU kernel libraries. Our compiler extends beyond library selection with optimization passes for both vertical and horizontal kernel fusion, enabling the generation of novel kernels outside the original search space.