llamaperf

NVIDIA RTX 5090 vs NVIDIA RTX Pro 4000 Blackwell for local LLMs

111 reports on the NVIDIA RTX 5090 and 3 on the NVIDIA RTX Pro 4000 Blackwell

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 2.7x higher on the NVIDIA RTX 5090 (1,792 GB/s on the NVIDIA RTX 5090, 672 on the NVIDIA RTX Pro 4000 Blackwell). The estimates below compare them on the models people run most.

NVIDIA RTX 5090
Memory
32GB
Memory bandwidth
1,792 GB/s
FP16 compute
419 TFLOPS
Reports
111
NVIDIA RTX Pro 4000 Blackwell
Memory
24GB
Memory bandwidth
672 GB/s
FP16 compute
161.3 TFLOPS
Reports
3

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 5090NVIDIA RTX Pro 4000 Blackwell
Qwen3.8 27B44.9 t/sQ6_K24.3 t/sQ4_K_M
Qwen3.8 125B · 6B active20.3 t/sQ2_K, experts in RAM18.8 t/sQ2_K, experts in RAM
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 35B · 3B active163.0 t/sQ5_K_M86.2 t/sQ4_K_S
Qwen3.6 27B44.9 t/sQ6_K24.3 t/sQ4_K_M
Gemma 4 26B · 4B active114.5 t/sQ6_K54.9 t/sQ5_K_S

Change the context, RAM or model in the calculator: NVIDIA RTX 5090 · NVIDIA RTX Pro 4000 Blackwell

Every report on each card, with its source: NVIDIA RTX 5090 · NVIDIA RTX Pro 4000 Blackwell

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