HyperAccel Tech Blog

Crafting Compilers Compilers This will be a series of posts describing what compilers are, how they are crafted, and how to build your own compiler. Compilers are complicated (sort of) programs that translate high-level programs (written in English mostly) into binary formats that computers can understand. Engineering compilers means designing the way that programs are translated. Let’s first think about what “programs” are, and how they look. I would define a program as a sequence of instructions for hardware to execute. So at the base level, programs are just sets of instructions composed of “1"s and “0"s. One of the original forms of programs was the assembly language used for computers such as the IBM 360. Programmers in the old days wrote hardware instructions directly to make computers run mission-critical programs such as calculating the trajectory of space rockets or managing bank accounts. These directly expressed what the computer should do at each step, and programmers had to be aware of all the hardware details the computer had. They had to manually calculate register usage, memory state, and every hardware detail, or their program would malfunction and blow up their spaceships. ...

PyTorch Conference 2025 Report Introduction Hello, I’m Minho Park, Lead of the ML Team at HyperAccel. I attended the PyTorch Conference 2025 held in San Francisco on October 22-23, and I’d like to share my observations and insights. About HyperAccel HyperAccel is a company that designs AI chips for efficient inference of Large Language Models (LLMs). We have completed IP verification with FPGA, and our ASIC chip and server are scheduled for release next year. For ASIC, we plan to provide an SDK that supports PyTorch for inference, along with vLLM and Kubernetes support. ...