Model benchmarks
Qwen3.8-27B-oQ3e-mtp local LLM performance
As of August 2026, Qwen3.8-27B-oQ3e-mtp runs at up to 41.6 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
27B
Peak speed
41.6 tok/s
Average speed
40.2 tok/s
Min memory
13.6 GB
Max context
262,144 tokens
Avg output / run
84,203 tokens
Avg runtime / run
37m 4s
Avg quality
84.1
Benchmark runs
2
GPUs tested
1
Quality by task
Average LLM-judged quality (0–100) with the run-to-run spread shown as a P5–P95 band, overall and for each benchmark task, across all 2 runs. The low and high columns show how much the judge’s score varies between runs, and need at least two runs to display.
| Task | P5 (low) | Avg | P95 (high) |
|---|---|---|---|
| Overall | 83.1 | 84.1 | 85.1 |
| Agent Workflow | 82.5 | 85.9 | 89.3 |
| Code Generation | 75.6 | 77.7 | 79.8 |
| Role Play & Narrative | 86.9 | 89.7 | 92.5 |
| Research & Analysis | 81.9 | 83.3 | 84.6 |
Performance by hardware and tool
Every hardware/tool/quantization combination Qwen3.8-27B-oQ3e-mtp has been benchmarked on, ranked by peak token generation speed. Last updated August 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| Apple M5 Max | oMLX | — | 41.6 tok/s | 40.2 tok/s | 13.6 GB | 262,144 tokens | 84.1 | 2 |
Frequently asked questions
- Is Qwen3.8-27B-oQ3e-mtp good for coding?
- In our benchmarks, Qwen3.8-27B-oQ3e-mtp scores 77.7/100 for coding. It runs at about 40.2 tok/s, so if you want more speed, Qwen3.6-35B-A3B-Q4_K_XL is faster (~156.9 tok/s) and still scores well for coding (82.2/100).
- Is Qwen3.8-27B-oQ3e-mtp good for agentic (tool-using) tasks?
- In our benchmarks, Qwen3.8-27B-oQ3e-mtp scores 85.9/100 for agentic workflows. It runs at about 40.2 tok/s, so if you want more speed, unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL is faster (~169.2 tok/s) and still scores well for agentic workflows (83.0/100).
- How fast is Qwen3.8-27B-oQ3e-mtp for local inference?
- Across 2 community benchmark runs, Qwen3.8-27B-oQ3e-mtp reaches up to 41.6 tok/s and averages 40.2 tok/s, with the fastest results on Apple M5 Max.
- How much memory does Qwen3.8-27B-oQ3e-mtp need?
- The leanest observed configuration used about 13.6 GB of memory.
- Which tools have been used to run Qwen3.8-27B-oQ3e-mtp?
- Benchmarks were submitted using oMLX. Results are community-contributed and updated as new runs arrive.