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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Exact recorded values. Context may be a configured limit; matching filters does not establish identical prompts, offloading or concurrency.
NVIDIA V100 32GB · NInfer
User reports best-case MTP decode of 218 tok/s with 99.2% acceptance on a Volta V100. Setup is the custom NInfer inference engine with software NVFP4. Throughput is about 200 tok/s without context-copy speculation.
On Qwen3.8 27B at 4-bit, plain single-GPU runs. Full ranking