DEPLOYDatabase

Chip comparison

AWS Trainium (Trn1) vs Google TPU v7 (Ironwood)

Side-by-side specs

Straight from each vendor's datasheet. Winner in bold: higher throughput, memory, or transistor count; lower power draw or price. Sparse (2:4) throughput roughly doubles the FP8/INT8 numbers shown.

FieldAWS Trainium (Trn1)Google TPU v7 (Ironwood)
Process nodeTSMC N7
TDP500 W700 W
Memory32 GB HBM2e192 GB HBM3e
Memory bandwidth820 GB/s7,400 GB/s
BF16 (dense)210 TFLOPS4,614 TFLOPS
FP8 (dense)9,228 TFLOPS
Form factorTrn1 EC2 instanceOAM (Ironwood pod, up to 9,216 chips)
Announced2020-12-012025-04-09
Released2022-10-012025-12-01

Robots running AWS Trainium (Trn1)

No robots publicly running it yet.

Robots running Google TPU v7 (Ironwood)

No robots publicly running it yet.

Data centers with AWS Trainium (Trn1)

No data centers publicly running it yet.

Data centers with Google TPU v7 (Ironwood)

No data centers publicly running it yet.

Common questions

AWS Trainium (Trn1) vs Google TPU v7 (Ironwood): which is faster for training?

Google TPU v7 (Ironwood) has 43.94x the dense FP16/BF16 throughput of the other (AWS Trainium (Trn1): 210 TFLOPS; Google TPU v7 (Ironwood): 9,228 TFLOPS). Real-world training speed also depends on memory bandwidth, interconnect, and software stack: see the spec diff for those inputs.

AWS Trainium (Trn1) vs Google TPU v7 (Ironwood): which has more memory?

Google TPU v7 (Ironwood) carries more HBM (AWS Trainium (Trn1): 32 GB HBM2e; Google TPU v7 (Ironwood): 192 GB HBM3e). Memory capacity sets the largest model that fits on one chip without partitioning; memory bandwidth sets inference throughput.

AWS Trainium (Trn1) vs Google TPU v7 (Ironwood): which is more power-efficient?

Dense FP16/BF16 TFLOPS per watt: AWS Trainium (Trn1) 0.42 (210 ÷ 500 W); Google TPU v7 (Ironwood) 13.18 (9,228 ÷ 700 W). Google TPU v7 (Ironwood) wins at the die level; system-level efficiency also depends on cooling and interconnect.

See also: every chip comparison · AWS Trainium (Trn1) full page · Google TPU v7 (Ironwood) full page.