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Leaderboard/models/deepseek-coder-v2-lite-instruct

DeepSeek-Coder-V2-Lite-Instruct-4bit

6 workload results across 2 hardware configurations.

Fastest local config

309.5 decode tok/s

on RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB via llama.cpp. see full run

Local runs (6 workload results)

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

RTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GBRTX 5090 (32GB) + AMD Ryzen 7 9850X3D 8-Core Processor (8c) + 30GB

WorkloadBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortllama.cpp-293.1tok/sno data297msr_bfpto9so2o1
chat-longllama.cpp-181.2tok/sno data361msr_bfpto9so2o1
concurrent-decodellama.cpp-268.4tok/sno datano datar_bfpto9so2o1
agent-tracellama.cpp-204.5tok/s24,978.7tok/s80.7msr_bfpto9so2o1
chat-shortllama.cpp-309.5tok/sno data268msr_0_gs1rgl2fl

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

WorkloadBackendQuantdecode tok/sprefill tok/sTTFTRun
chat-shortmlx@0.31.3-168.3tok/s291.5tok/s449msr_l_v1-zq_qaz

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