Find which open-weight LLMs fit in your GPU or Mac and compare the speeds people report on setups like yours.
Pick your GPU or Mac, then read the speeds people reported on it, or estimate which models fit and how fast they run.
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These are individual setups, not a controlled benchmark. Compare GPU count, quantization, context and offloading before comparing speeds. How to read a report →
Exact recorded values. Context may be a configured limit; matching filters does not establish identical prompts, offloading or concurrency.
M5 Max 128GB · Strata · 245,000 ctx
User compares Strata against oMLX running Qwen3.8-Flash-Next on a 128GB M5 Max, with Strata decoding at 74 tok/s versus 57.5 tok/s for oMLX at 245K context. Strata is a one-month-old engine built for this one model, running on Metal. The comparison holds one request at a time only, which the user notes as the current limitation.
On Qwen3.8 27B at 4-bit, plain single-GPU runs. Full ranking