Practical Solutions with Mirage for AI Applications
Automated GPU Kernel Generation for Enhanced Performance
With the rise of artificial intelligence, demand for efficient GPUs is increasing. Writing optimized GPU kernels manually is complex; Mirage automates this process.
Benefits of Mirage
Mirage simplifies GPU kernel generation, speeding up AI applications. It reduces latency by 15-20% compared to manual coding and offers 1.2x-2.5x faster performance than human-written code.
Usage of Mirage
Using Mirage is straightforward, requiring only a few lines of code compared to traditional methods. It optimizes computations on GPUs, enhancing productivity and correctness in AI tasks.
Four Categories of GPU Optimization
Mirage optimizes GPU performance by integrating techniques such as normalization, low-rank adaptation, gated MLP, and attention variants, tailored for AI applications.
