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Benchmarks

Local LLM speed results across models, backends, hardware, and power profiles. Decode tok/s is the headline metric; latency, raw engine runs, and workload context stay visible in their own views.

1181 source rows405 matching source rowslatest run May 21, 2026schemas v1-v4source content/benchmarks/runs/
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Power rows are isolated here so normal model rankings are not swamped by intermediate cap sweeps and driver reruns.

27B-MTPthinkQ8_0
2× GeForce RTX 3090 · 24 GiB eachcap 200 W × 2drv 590
llama.cpp 4f13cb7-mtp (cuda)baseline-pl-200wagent
26.8
625ms
27B-MTPthinkQ4_K_M
GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590
llama.cpp 4f13cb7-mtp (cuda)baseline-pl-200wchat
22.8
266ms
27B-MTPthinkQ4_K_M
GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590
llama.cpp 4f13cb7-mtp (cuda)baseline-pl-200wrag
22.3
923ms
27B-MTPthinkQ4_K_M
GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590
llama.cpp 4f13cb7-mtp (cuda)baseline-pl-200wcodegen
21.8
345ms
27B-MTPthinkQ4_K_M
GeForce RTX 3090 · 24 GiBcap 200 Wdrv 590
llama.cpp 4f13cb7-mtp (cuda)baseline-pl-200wagent
21.6
609ms
Decode tok/s
Headline speed metric
TTFT / TPOT
Latency context
Raw vs workload
Separate comparison contracts
Notes badge key
hardware comparable

Use these rows for GPU-to-GPU comparisons when the model, quant, backend, driver family, power policy, and benchmark shape match closely.

stack comparable

Use these rows to compare a similar software stack. They are useful, but backend, server path, driver, cache, or power settings may still influence the number.

stack realistic

Treat these as real workload measurements, not pure hardware rankings. They include prompt mix, API/server overhead, cache behavior, and local software details.

legacyOlder workload harness row.
350 W capRecorded GPU power limit.
drv 590GPU driver branch.
reasoningReasoning-token model.
Metric guide
Decode tok/s - Generation rate. Raw rows come from the engine benchmark; API rows use token intervals when available.
TTFT - Time to first token. This includes prompt processing and server/API overhead.
TPOT / ITL - Time per output token after the first token. Lower is better.
Raw Engine - llama-bench style cases intended for hardware-normalized comparison across rigs.
Workload / API - Stack-realistic measurements that include backend, server, cache, driver, and prompt behavior.
Power badges - A cap badge shows the recorded power limit. The row metadata records the cap relative to the recorded max.