Model benchmarks
qwen35_122b local LLM performance
As of August 2026, qwen35_122b runs at up to 15.2 tok/s for local inference (best of 5 community benchmark runs across 1 GPU).
Model size
122B
Peak speed
15.2 tok/s
Average speed
15.2 tok/s
Min memory
n/a
Max context
8,192 tokens
Avg runtime / run
23m 30s
Avg quality
66.7
Benchmark runs
5
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 5 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 | 51.6 | 66.7 | 75.8 |
| Agent Workflow | 16.9 | 56.3 | 82.8 |
| Code Generation | 28.1 | 53.7 | 64.4 |
| Role Play & Narrative | 74.7 | 80.3 | 86.9 |
| Research & Analysis | 72.8 | 76.3 | 80.2 |
Performance by hardware and tool
Every hardware/tool/quantization combination qwen35_122b 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 |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 3080 | LM Studio | — | 15.2 tok/s | 15.2 tok/s | n/a | 8,192 tokens | 66.7 | 5 |
Benchmark runs
All 5 qwen35_122b runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is qwen35_122b good for coding?
- In our benchmarks, qwen35_122b scores 53.7/100 for coding. It runs at about 15.2 tok/s, so if you want more speed, IsValorum/Nex-N2.5-mini-APEX-I-MiniPlus-V2.1-GGUF:1 is faster (~25.7 tok/s) and still scores well for coding (85.0/100).
- Is qwen35_122b good for agentic (tool-using) tasks?
- In our benchmarks, qwen35_122b scores 56.3/100 for agentic workflows. It runs at about 15.2 tok/s, so if you want more speed, granite-4.2-8b-Q4_K_L is faster (~71.6 tok/s) and still scores well for agentic workflows (92.9/100).
- How fast is qwen35_122b for local inference?
- Across 5 community benchmark runs, qwen35_122b reaches up to 15.2 tok/s and averages 15.2 tok/s, with the fastest results on NVIDIA GeForce RTX 3080.
- Which tools have been used to run qwen35_122b?
- Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.