llamaperf

NVIDIA RTX 4000 Ada vs AMD Strix Halo 128GB for local LLMs

0 reports on the NVIDIA RTX 4000 Ada and 120 on the AMD Strix Halo 128GB

Which is faster for local LLMs?

Nobody has reported the same model at the same quant on both cards yet, so there's no measured head-to-head. Memory bandwidth, which caps how fast a card can write, is 41% higher on the NVIDIA RTX 4000 Ada (360 GB/s on the NVIDIA RTX 4000 Ada, 256 on the AMD Strix Halo 128GB). The estimates below compare them on the models people run most.

NVIDIA RTX 4000 Ada
Memory
20GB
Memory bandwidth
360 GB/s
FP16 compute
106.9 TFLOPS
Reports
0
AMD Strix Halo 128GB
Memory
128GB unified
Memory bandwidth
256 GB/s
FP16 compute
59 TFLOPS
Reports
120

Estimated by the calculator

The quant the calculator recommends for each card and its estimated speed at a 32,768-token context with 32 GB of system RAM, from memory bandwidth and the model's shape.

ModelNVIDIA RTX 4000 AdaAMD Strix Halo 128GB
Qwen3.8 27B16.8 t/sQ3_K_M3.5 t/sFP16
Qwen3.8 125B · 6B active17.0 t/sQ2_K, experts in RAM12.6 t/sQ6_K
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settings33.5 t/sQ2_K
Qwen3.6 35B · 3B active66.6 t/sQ3_K_S12.6 t/sFP16
Qwen3.6 27B16.8 t/sQ3_K_M3.5 t/sFP16
Gemma 4 26B · 4B active37.7 t/sQ4_K_S9.5 t/sFP16

Change the context, RAM or model in the calculator: NVIDIA RTX 4000 Ada · AMD Strix Halo 128GB

Every report on each card, with its source: NVIDIA RTX 4000 Ada · AMD Strix Halo 128GB

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