Chip comparison
Groq LPU (Language Processing Unit) vs Intel Gaudi 2
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.
| Field | Groq LPU (Language Processing Unit) | Intel Gaudi 2 |
|---|---|---|
| Process node | GlobalFoundries 14nm | TSMC N7 |
| TDP | 375 W | 600 W |
| Memory | 0.23 GB SRAM (230 MB on-die) | 96 GB HBM2e |
| Memory bandwidth | 80,000 GB/s | 2,450 GB/s |
| FP16 (dense) | 188 TFLOPS | — |
| BF16 (dense) | — | 432 TFLOPS |
| INT8 (dense) | 750 TOPS | — |
| Form factor | PCIe (GroqCard) / rack-scale GroqRack | OAM |
| Announced | 2020-01-01 | 2022-05-10 |
| Released | 2021-06-01 | 2022-09-01 |
Robots running Groq LPU (Language Processing Unit)
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Robots running Intel Gaudi 2
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Data centers with Groq LPU (Language Processing Unit)
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Data centers with Intel Gaudi 2
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Common questions
Groq LPU (Language Processing Unit) vs Intel Gaudi 2: which is faster for training?
Intel Gaudi 2 has 2.30x the dense FP16/BF16 throughput of the other (Groq LPU (Language Processing Unit): 188 TFLOPS; Intel Gaudi 2: 432 TFLOPS). Real-world training speed also depends on memory bandwidth, interconnect, and software stack: see the spec diff for those inputs.
Groq LPU (Language Processing Unit) vs Intel Gaudi 2: which has more memory?
Intel Gaudi 2 carries more HBM (Groq LPU (Language Processing Unit): 0.23 GB SRAM (230 MB on-die); Intel Gaudi 2: 96 GB HBM2e). Memory capacity sets the largest model that fits on one chip without partitioning; memory bandwidth sets inference throughput.
Groq LPU (Language Processing Unit) vs Intel Gaudi 2: which is more power-efficient?
Dense FP16/BF16 TFLOPS per watt: Groq LPU (Language Processing Unit) 0.50 (188 ÷ 375 W); Intel Gaudi 2 0.72 (432 ÷ 600 W). Intel Gaudi 2 wins at the die level; system-level efficiency also depends on cooling and interconnect.
See also: every chip comparison · Groq LPU (Language Processing Unit) full page · Intel Gaudi 2 full page.