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On-chip cache

L1 / L2 SRAM

256 KB–50 MB · 12–33 TB/s · 5–100 ns

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Capacity
256 KB–50 MB
Bandwidth
12–33 TB/s
Latency
5–100 ns
Energy
~10 pJ/b
In plain English

On-chip scratch paper the GPU scribbles on so it can avoid the slow trip out to main memory. Crucially, it has almost stopped getting cheaper each generation — which is a big reason the industry leans so hard on HBM instead.

What it is

L1/shared (256 KB/SM) and a 50 MB L2 shared across the die. FlashAttention exists entirely to keep data here and avoid touching HBM.

The business

SRAM does not scale with Moore's law anymore — the reason designers lean ever harder on HBM bandwidth. Again captured by TSMC + the GPU designers.

Bottleneck severity

Low

Who makes it

TSMCTSM

Logic + CoWoS packaging + HBM base dies + Si photonics · Taiwan

Makes the GPU die AND the CoWoS packaging that bonds HBM to it — and now the logic base die under SK Hynix's HBM4 too. CoWoS is heading for ~130k wafers/month by end-2026 and is still sold out into 2027 (NVIDIA alone holds ~60%); it is farming 240–270k wafers/year of front-end steps out to Amkor and SPIL. A Taiwan disruption stops the whole stack.

CoWoS wafers/monthOSAT outsourcing volumeHBM4 base-die share
↗ Investor relations & news

NVIDIANVDA

GPUs, NVLink, NVSwitch, photonic switches · USA (fab TSMC)

Buys the most HBM, NVLink and optics on earth and pre-buys supply to lock rivals out: ~60% of CoWoS, $2B each into Coherent and Lumentum (Mar 2026), $2B into Marvell. B300 (288 GB HBM3E) is the shipping reference GPU; Rubin (288 GB HBM4, 22 TB/s) samples Q4 2026, volume Q1 2027.

Rubin ramp timingsupply lockupsNVLink Fusion breadth
↗ Investor relations & news

AMDAMD

MI GPUs, EPYC CPUs, UALink · USA (fab TSMC)

MI-series GPUs with leading HBM capacity; the anchor of UALink. Zen 6 EPYC "Venice" launched July 2026 with roughly a year before Intel answers; MI400 carries the first UALink production silicon (H2 2026).

MI400 rampVenice share gainUALink silicon
↗ Investor relations & news

Metrics that move this layer

Where it comes from

TWNTSMC fabrication
USAdesign

Connected to

RegistersHBM3E / HBM4