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llm-speed
Leaderboard/models/qwen2-5-7b-instruct

Qwen2.5-7B-Instruct-4bit

3 workload results across 2 hardware configurations.

Fastest local config

139.6 decode tok/s

on M3 Ultra (60-core GPU) + 96GB unified via mlx (4bit) see full run

Local runs (3 runs)

Runs from contributors' own machines via MLX, llama.cpp, vLLM, exllamav2, or ollama. Signed on the submitter's hardware.

M3 Pro (18-core GPU) + 36GB unifiedM3 Pro (18-core GPU) + 36GB unified

WorkloadBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortmlx@0.31.34bit30.52tok/s161.9tok/s809msr_llzv_g-ymaf
chat-shortmlx@0.31.34bit15.67tok/s54.34tok/s2,411msr_e3t93rscswq

M3 Ultra (60-core GPU) + 96GB unifiedM3 Ultra (60-core GPU) + 96GB unified

WorkloadBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortmlx@0.31.34bit139.6tok/s190.0tok/s689msr_5r6rhiynenc

Qwen2.5-7B-Instruct-4bit on hardware