Model benchmarks
laguna-xs-2.1 local LLM performance
As of July 2026, laguna-xs-2.1 runs at up to 37.2 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
LM Studio
Model size
Unknown
Peak speed
37.2 tok/s
Average speed
27.4 tok/s
Min memory
18.9 GB
Max context
6,887 tokens
Best quality
85.5
Benchmark runs
2
GPUs tested
1
Performance by hardware and tool
Every hardware/tool/quantization combination laguna-xs-2.1 has been benchmarked on, ranked by peak token generation speed. Last updated July 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 4070 Ti SUPER | LM Studio | — | 37.2 tok/s | 27.4 tok/s | 18.9 GB | 6,887 tokens | 63.4 | 2 |
Frequently asked questions
- How fast is laguna-xs-2.1 for local inference?
- Across 2 community benchmark runs, laguna-xs-2.1 reaches up to 37.2 tok/s and averages 27.4 tok/s, with the fastest results on NVIDIA GeForce RTX 4070 Ti SUPER.
- How much memory does laguna-xs-2.1 need?
- The leanest observed configuration used about 18.9 GB of memory.
- Which tools have been used to run laguna-xs-2.1?
- Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.