llamaperf

ds4

An inference engine for running open-weight LLMs locally.

11 community reports

This engine doesn't yet have an editorial profile on llamaperf. The community reports below show how it's been used in practice across different hardware.

Top GPUs running ds4

GPUVRAMReportsMedian t/s, DeepSeek V4.1 Flash 552B · 16B active 2-bit
M3 Ultra 512GBapple512GB316.0
M5 Pro 64GBapple64GB2no plain run of this model
AMD Strix Halo 128GBamd128GB1no plain run of this model
M1 Max 64GBapple64GB1no plain run of this model
M3 Max 96GBapple96GB1no plain run of this model
M3 Ultra 96GBapple96GB1no plain run of this model
M5 Max 128GBapple128GB1no plain run of this model
M5 Max 64GBapple64GB1no plain run of this model

ds4 against other engines

Pairs of plain runs on the same card, of the same model size at the same bit class: one device, one request, no speculative decoding, the whole model in memory. Context length and build still differ between the two sides, and each side shows its own.

No matched pair yet. No card has plain runs of one model size at one bit class on ds4 and on another engine, so llamaperf can't say how it compares on speed. Add a run.

ds4 results by GPU

Every card people have run ds4 on, with each report's model, quant and speed, newest first. Runs on several cards, with speculative decoding, with batched requests or with part of the model in system RAM say so, since each describes a different setup.

Top models on ds4

Frequently asked

Is ds4 faster than other engines?

llamaperf has no matched comparison for ds4 yet: no card has plain runs of the same model size at the same bit class on ds4 and on another engine. Speed claims about engines need that pairing, so this page doesn't make one.