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Chip comparison

AWS Trainium (Trn1) vs NVIDIA T4 Tensor Core GPU

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)NVIDIA T4 Tensor Core GPU
Process nodeTSMC N7TSMC 12FFN
Transistors (B)13.6
Die size545 mm²
TDP500 W70 W
Memory32 GB HBM2e16 GB GDDR6
Memory bandwidth820 GB/s320 GB/s
FP16 (dense)65 TFLOPS
BF16 (dense)210 TFLOPS
INT8 (dense)130 TOPS
Form factorTrn1 EC2 instancePCIe (single-slot, low-profile)
Announced2020-12-012018-09-13
Released2022-10-012019-01-01

Robots running AWS Trainium (Trn1)

No robots publicly running it yet.

Robots running NVIDIA T4 Tensor Core GPU

No robots publicly running it yet.

Data centers with AWS Trainium (Trn1)

No data centers publicly running it yet.

Data centers with NVIDIA T4 Tensor Core GPU

No data centers publicly running it yet.

Common questions

AWS Trainium (Trn1) vs NVIDIA T4 Tensor Core GPU: which is faster for training?

AWS Trainium (Trn1) has 3.23x the dense FP16/BF16 throughput of the other (AWS Trainium (Trn1): 210 TFLOPS; NVIDIA T4 Tensor Core GPU: 65 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 NVIDIA T4 Tensor Core GPU: which has more memory?

AWS Trainium (Trn1) carries more HBM (AWS Trainium (Trn1): 32 GB HBM2e; NVIDIA T4 Tensor Core GPU: 16 GB GDDR6). Memory capacity sets the largest model that fits on one chip without partitioning; memory bandwidth sets inference throughput.

AWS Trainium (Trn1) vs NVIDIA T4 Tensor Core GPU: which is more power-efficient?

Dense FP16/BF16 TFLOPS per watt: AWS Trainium (Trn1) 0.42 (210 ÷ 500 W); NVIDIA T4 Tensor Core GPU 0.93 (65 ÷ 70 W). NVIDIA T4 Tensor Core GPU wins at the die level; system-level efficiency also depends on cooling and interconnect.

See also: every chip comparison · AWS Trainium (Trn1) full page · NVIDIA T4 Tensor Core GPU full page.