Find which open-weight LLMs fit in your GPU or Mac and compare the speeds people report on setups like yours.
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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.
AMD RX 9070 · Bonsai runtime · 120,000 ctx
User reports 43.4 t/s with a q8_0 KV cache and 73.0 t/s with a kvarn4 KV cache at 120K context. The q8_0 cache used about 13.1 GB total and the kvarn4 cache about 9.8 GB total. The kvarn4 cache is 68% faster and uses 3.3 GB less VRAM.
On Qwen3.8 27B at 4-bit, plain single-GPU runs. Full ranking