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 rows116 matching source rowslatest run May 21, 2026schemas v1-v4source
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One row per model, hardware, backend, quant, and normalized mode. Decode tok/s is shown as a range across workload shapes at the selected concurrency.
Showing top 29 of 29 grouped leaderboard rows from 116 matching source rows.
Notes:hardware comparablematched GPU comparisonstack comparablesimilar stackstack realisticreal workload rowlegacyolder harness350 W caprecorded power limitdrv 590driver branch
| Model | Quant | Hardware | Backend / Mode | Decode tok/s | TTFT | Notes |
|---|---|---|---|---|---|---|
| LFM2 1.2B 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 199.2-211.5 | 21ms | legacystack comparable |
| LFM2 8B-A1B 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 149.2-154.8 | 37ms | legacystack comparable |
| Gemma-4 E2B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 85.7-89.4 | 102ms | legacystack comparable |
| Qwen3.6 35B-A3B-MTP 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppMTP n=3 | 63.4-70.6 | 192ms | legacystack comparablereasoning |
| Qwen3.6 35B-A3B-MTP 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppMTP n=2 | 60.8-70.0 | 182ms | legacystack comparablereasoning |
| Gemma-3 4b-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 63.7-66.3 | 212ms | legacystack comparable |
| Gemma-4 E4B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 53.2-55.3 | 258ms | legacystack comparable |
| Gemma-4 E4B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 52.1-53.8 | 273ms | legacystack comparable |
| Qwen3.6 35B-A3B-MTP 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 52.5-52.9 | 164ms | legacystack comparablereasoning |
| Gemma-4 26B-A4B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 47.2-52.0 | 443ms | legacystack comparable |
| Qwen3.5 35B-A3B 4 workload shapes | Q4_K_XL | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 48.8-48.9 | 414ms | legacystack comparablereasoning |
| Gemma-4 26B-A4B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 45.1-47.7 | 444ms | legacystack comparable |
| Qwen3.6 27B-MTP 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppMTP n=3 | 19.9-21.2 | 430ms | legacystack comparablereasoning |
| Qwen3.6 27B-MTP 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppMTP n=2 | 18.8-20.0 | 417ms | legacystack comparablereasoning |
| Qwen3.6 27B-MTP 4 workload shapes | Q8_0 | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppMTP n=3 | 17.1-18.7 | 497ms | legacystack comparablereasoning |
| Qwen3.6 27B-MTP 4 workload shapes | Q8_0 | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppMTP n=2 | 15.4-16.1 | 492ms | legacystack comparablereasoning |
| Qwen3.6 27B 4 workload shapes | Q3_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 14.3-14.4 | 373ms | legacystack comparabledrv 7reasoning |
| Qwen3.6 27B-MTP 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 12.1-12.1 | 387ms | legacystack comparablereasoning |
| Qwen3.6 27B 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 12.1-12.1 | 393ms | legacystack comparabledrv 7reasoning |
| Qwen3.6 27B 4 workload shapes | Q4_K_XL | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 11.8-12.0 | 1.22s | legacystack comparablereasoning |
| Qwen3.5 27B 4 workload shapes | Q4_K_XL | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 12.0-12.0 | 1.08s | legacystack comparablereasoning |
| Qwen3.6 27B 4 workload shapes | Q4_K_XL | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 11.5-11.6 | 1.08s | legacystack comparablereasoning |
| Qwen3.6 27B 4 workload shapes | Q5_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 10.7-10.7 | 399ms | legacystack comparabledrv 7reasoning |
| Gemma-4 E4B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 10.1-10.6 | 2.68s | legacystack comparable |
| Gemma-4 31B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 10.0-10.6 | 1.67s | legacystack comparable |
| Qwen3.6 27B 4 workload shapes | Q6_K | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 9.4-9.4 | 437ms | legacystack comparabledrv 7reasoning |
| Gemma-4 26B-A4B-it 4 workload shapes | Q4_K_M | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 8.3-9.1 | 4.09s | legacystack comparable |
| Qwen3.6 27B-MTP 4 workload shapes | Q8_0 | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 7.7-7.7 | 445ms | legacystack comparablereasoning |
| Qwen3.6 27B 4 workload shapes | Q8_0 | Strix Halo · Radeon 8060S · 128 GiB unified (96 GiB VRAM) | llama.cppbaseline | 7.7-7.7 | 446ms | legacystack comparabledrv 7reasoning |
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.