Hardware Optimization - Float to Integer
Designing NPU (Neural Processing Unit) architectures at a low-power AI semiconductor startup constantly reminds me of a harsh truth:
Designing NPU (Neural Processing Unit) architectures at a low-power AI semiconductor startup constantly reminds me of a harsh truth:
When designing an NPU for low-power AI semiconductor edge devices, you often find yourself spending more time fighting the EDA tools than writing actual RTL.
When mapping a low-power AI semiconductor architecture onto an FPGA, one of the very first hurdles you encounter is 'Memory Design'.
When an RTL engineer analyzes the synthesis results, he or she may find that the same AND2 gate has a subtly different name.
When manufacturing semiconductor chips, we say, "We deposited 5nm of HfO2."
The Von Neumann architecture, the origin of modern computing, separates the 'Processing Unit (CPU)' from the 'Storage Unit (Memory)'.