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NVIDIA RTX 2080 Ti 22GB (modded) vs NVIDIA Tesla P40 24GB for local LLMs

7 reports on the NVIDIA RTX 2080 Ti 22GB (modded) and 8 on the NVIDIA Tesla P40 24GB

Which is faster for local LLMs?

On Qwen3.6 35B · 3B active at 4-bit, the NVIDIA RTX 2080 Ti 22GB (modded) runs at 69.0 tokens per second (one run) and the NVIDIA Tesla P40 24GB at 9.7 (one run). Those are community reports whose engines and settings differ, so the gap is a rough sign, not a controlled measure of the two cards. Memory bandwidth, which caps how fast a card can write, is 1.8x higher on the NVIDIA RTX 2080 Ti 22GB (modded) (616 GB/s on the NVIDIA RTX 2080 Ti 22GB (modded), 346 on the NVIDIA Tesla P40 24GB).

NVIDIA RTX 2080 Ti 22GB (modded)
Memory
22GB
Memory bandwidth
616 GB/s
FP16 compute
108 TFLOPS
Reports
7
NVIDIA Tesla P40 24GB
Memory
24GB
Memory bandwidth
346 GB/s
FP16 compute
12 TFLOPS
Reports
8

Measured on both

Median tokens per second from plain runs (one device, one request, no speculative decoding, the whole model in the device's memory) of the same model size at the same quant level. Engines and context lengths can still differ between the runs. How to read these

ModelNVIDIA RTX 2080 Ti 22GB (modded)NVIDIA Tesla P40 24GB
Qwen3.6 35B · 3B active4-bit69.0one run9.7one run

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. Where a model was also measured above, the measurement wins.

ModelNVIDIA RTX 2080 Ti 22GB (modded)NVIDIA Tesla P40 24GB
Qwen3.6 35B · 3B active93.6 t/sQ3_K_M44.4 t/sQ4_K_S
Qwen3.8 27B25.1 t/sQ4_K_S12.5 t/sQ4_K_M
Qwen3.8 125B · 6B active18.6 t/sQ2_K, experts in RAM16.9 t/sQ2_K, experts in RAM
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settingsdoesn't fit at these settings
Qwen3.6 27B25.1 t/sQ4_K_S12.5 t/sQ4_K_M
Gemma 4 26B · 4B active56.6 t/sQ4_K_M28.2 t/sQ5_K_S
DeepSeek V4.1 Flash 552B · 16B activedoesn't fit at these settingsdoesn't fit at these settings

Change the context, RAM or model in the calculator: NVIDIA RTX 2080 Ti 22GB (modded) · NVIDIA Tesla P40 24GB

Every report on each card, with its source: NVIDIA RTX 2080 Ti 22GB (modded) · NVIDIA Tesla P40 24GB

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