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Chip comparison

NVIDIA GB200 Grace Blackwell Superchip vs SambaNova SN40L

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.

FieldNVIDIA GB200 Grace Blackwell SuperchipSambaNova SN40L
Process nodeTSMC 4NPTSMC N5
TDP2700 W700 W
Memory384 GB HBM3e1500 GB DDR5 (three-tier: 64 MB SRAM + 64 GB HBM3 + 1.5 TB DDR5)
Memory bandwidth16,000 GB/s
FP16 (dense)638 TFLOPS
FP8 (dense)9,000 TFLOPS1,250 TFLOPS
Form factorSuperchip (2xB200 + 1xGrace)PCIe (SN40L DataScale system)
Announced2024-03-182023-09-19
Released2024-12-012024-01-01

Robots running NVIDIA GB200 Grace Blackwell Superchip

No robots publicly running it yet.

Robots running SambaNova SN40L

No robots publicly running it yet.

Data centers with SambaNova SN40L

No data centers publicly running it yet.

Common questions

NVIDIA GB200 Grace Blackwell Superchip vs SambaNova SN40L: which is faster for training?

NVIDIA GB200 Grace Blackwell Superchip has 7.20x the dense FP8 throughput of the other (NVIDIA GB200 Grace Blackwell Superchip: 9,000 TFLOPS; SambaNova SN40L: 1,250 TFLOPS). Real-world training speed also depends on memory bandwidth, interconnect, and software stack: see the spec diff for those inputs.

NVIDIA GB200 Grace Blackwell Superchip vs SambaNova SN40L: which has more memory?

SambaNova SN40L carries more HBM (NVIDIA GB200 Grace Blackwell Superchip: 384 GB HBM3e; SambaNova SN40L: 1500 GB DDR5 (three-tier: 64 MB SRAM + 64 GB HBM3 + 1.5 TB DDR5)). Memory capacity sets the largest model that fits on one chip without partitioning; memory bandwidth sets inference throughput.

NVIDIA GB200 Grace Blackwell Superchip vs SambaNova SN40L: which is more power-efficient?

Dense FP8 TFLOPS per watt: NVIDIA GB200 Grace Blackwell Superchip 3.33 (9,000 ÷ 2700 W); SambaNova SN40L 1.79 (1,250 ÷ 700 W). NVIDIA GB200 Grace Blackwell Superchip wins at the die level; system-level efficiency also depends on cooling and interconnect.

NVIDIA GB200 Grace Blackwell Superchip vs SambaNova SN40L: which is more widely used?

NVIDIA GB200 Grace Blackwell Superchip: 0 robots and 11 data centers publicly running it. SambaNova SN40L: 0 robots and 0 data centers. Empty here means no operator has said publicly, not zero adoption in the market.

See also: every chip comparison · NVIDIA GB200 Grace Blackwell Superchip full page · SambaNova SN40L full page.