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Gaudi 3 128GB vs Tesla P4 8GB for Local LLMs

The Gaudi 3 128GB has about 1606% more memory bandwidth (3,276 vs 192 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 1606% faster on the Gaudi 3 128GB. The Gaudi 3 128GB fits more of the catalog at Q4/8K — 53 vs 16 of 69 models (128 vs 8 GB VRAM). Largest model that fits the Gaudi 3 128GB but not the Tesla P4 8GB: Step-3.5-Flash (196.8B). MSRP is $12,500 for the Gaudi 3 128GB vs $80 for the Tesla P4 8GB. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. Not retail-shoppable: Gaudi 3 128GB (datacenter-class; cloud rental is the realistic way to use it). In the Q4/8K head-to-head below (39 shared models), the Gaudi 3 128GB posts the higher tok/s in 39 rows vs 0. Methodology.

Spec comparison

Gaudi 3 128GBTesla P4 8GB
VendorIntelNVIDIA
VRAM128 GB8 GB
Memory typeHBM2eGDDR5
Memory bandwidth3,276 GB/s192 GB/s
TDP600 W75 W
MSRP (list)$12,500$80
BuySearch Amazon (affiliate)

MSRP is the launch list price, not live retail. Buy links are Amazon affiliate links — the price after you click is the live price.

Q4 / 8K head-to-head — top 15 of 39 shared models

ModelParams (B)Gaudi 3 128GB tok/sGaudi 3 128GB fitsTesla P4 8GB tok/sTesla P4 8GB fitsWinner
MiniCPM5-1B1.081930.3 est.Yes113.1 est.YesGaudi 3 128GB
Qwen3.5-2B2.01042.4 est.Yes61.1 est.YesGaudi 3 128GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.3906.4 est.Yes53.1 est.YesGaudi 3 128GB
Qwen3.6-35B-A3B36.0694.9 est.Yes17.0 est.NoGaudi 3 128GB
Qwen3.5-35B-A3B34.7694.9 est.Yes18.2 est.NoGaudi 3 128GB
GLM-4.7-Flash31.2694.9 est.Yes21.0 est.NoGaudi 3 128GB
Qwen3-30B-A3B-Instruct-250730.5694.9 est.Yes21.9 est.NoGaudi 3 128GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.0694.9 est.Yes24.1 est.NoGaudi 3 128GB
Ornith-1.0-35B35.0694.9 est.Yes17.0 est.NoGaudi 3 128GB
qwen35b-a3b-fable-sft-abliterated34.7694.9 est.Yes17.3 est.NoGaudi 3 128GB
Llama-3.2-3B-Instruct3.2651.5 est.Yes38.2 est.YesGaudi 3 128GB
gpt-oss-20b21.5579.1 est.Yes33.6 est.NoGaudi 3 128GB
gemma-4-26B-A4B-it25.2548.6 est.Yes23.9 est.NoGaudi 3 128GB
Qwen3-4B-Instruct-25074.0521.2 est.Yes30.5 est.YesGaudi 3 128GB
NVIDIA-Nemotron-3-Nano-4B-BF164.0521.2 est.Yes30.5 est.YesGaudi 3 128GB

est. = bandwidth-based estimate; measured = curated real benchmark that overrides the estimate. Fits = weights + KV(8K) + 1 GB overhead ≤ 95% of VRAM.

Fit coverage at Q4 / 8K

Gaudi 3 128GBTesla P4 8GB
Catalog models that fit53 of 6916 of 69
Largest exclusive fitStep-3.5-Flash (196.8B)

Gaudi 3 128GB details → · Tesla P4 8GB details →