v0 App

TPU HBM Calculator

Calculate HBM requirements, TPU topologies, and costs for your model

Model Size: 2.0 billion parameters

Fine-tuning Type

Batch Size: 32

Sequence Length: 512

Model Parameters

8.00 GB

Optimizer State

24.00 GB

Intermediate Buffer

18.00 GB

Total HBM Required

50.00 GB

TPU Type	HBM/Device	Recommended Topology	Total Devices	Cost per Hour
TPU v6e	32 GB	2x2	4	$10.80
TPU v5p	96 GB	2x2x1	4	$16.80
TPU v5e	16 GB	2x2	4	$4.80
TPU v4	32 GB	2x2x1	4	$12.88
TPU v3	32 GB	2x2x1	4	$8.80
TPU v2	8 GB	2x2x2	8	$12.00

* Costs shown are based on on-demand rates. Lower prices may apply with committed use discounts.