Model benchmarks
unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL local LLM performance
As of September 2026, unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL runs at up to 183.9 tok/s for local inference (best of 4 community benchmark runs across 1 GPU).
Model size
30B
Peak speed
183.9 tok/s
Average speed
175.3 tok/s
Avg PP
957.5 tok/s
Min memory
n/a
Max context
65,536 tokens
Avg output / run
51,649 tokens
Avg runtime / run
4m 40s
Avg quality
80.0
Benchmark runs
4
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 4 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 | 76.4 | 80.0 | 84.8 |
| Agent Workflow | 77.7 | 83.6 | 88.6 |
| Code Generation | 62.5 | 71.0 | 79.5 |
| Role Play & Narrative | 73.4 | 84.6 | 90.8 |
| Research & Analysis | 74.2 | 80.7 | 86.3 |
Performance by hardware and tool
Every hardware/tool/quantization combination unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL has been benchmarked on, ranked by peak token generation speed. Last updated September 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 3080 Ti | llama.cpp | Q4_K | 183.9 tok/s | 175.3 tok/s | n/a | 65,536 tokens | 80.0 | 4 |
Benchmark runs
All 4 unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL good for agentic (tool-using) tasks?
- In our benchmarks, unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL scores 83.6/100 for agentic workflows. It runs at about 175.3 tok/s, so if you want more speed, swift-1.5-qwen3.8-27b-uncensored is faster (~284.1 tok/s) and still scores well for agentic workflows (82.3/100).
- How fast is unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL for local inference?
- Across 4 community benchmark runs, unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL reaches up to 183.9 tok/s and averages 175.3 tok/s, with the fastest results on NVIDIA GeForce RTX 3080 Ti.
- Which tools have been used to run unsloth/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-GGUF:UD-Q4_K_XL?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.