High Bandwidth Memory (HBM) provides stacked DRAM with much higher bandwidth than DDR
Image: Erik Christensen, CC BY-SA 3.0, via Wikimedia Commons
High Bandwidth Memory (HBM) provides stacked DRAM with much higher bandwidth than DDR
2024–present global memory supply shortage
Global DRAM shortage began in 2024
NVIDIA's H100 has: 80GB HBM3, 3.35TB/s bandwidth, 990 TFLOPS FP16
NVIDIA H100 features: 80GB HBM3, 3.35TB/s bandwidth, 990 TFLOPS FP16
Delay-line memory
CPU speed grows faster than memory speed
NVIDIA's A100 has: 80GB HBM2e, 2TB/s bandwidth, 312 TFLOPS FP16
NVIDIA's A100 features: 80GB HBM2e, 2TB/s bandwidth, 312 TFLOPS FP16
Von Neumann architecture
CPU must fetch both data and instructions from memory
Memory hierarchy
Memory hierarchy levels: registers → L1 → L2 → L3 → RAM → SSD → HDD (each ~10× slower)
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