llm workload · 1 runs on record

Laguna XS 2.1 (Q4_K_M)

Poolside Laguna XS 2.1 (33B), Q4_K_M GGUF, batch 1, 4K context, measured on RTX 5090.

Primary metric: Tokens / sec (tok/s)

Reference prompts

Representative prompts for this workload. Exact prompts and harness settings still depend on the cited source for each record.

  • Prompt 1

    Explain the relationship between attention heads and KV cache memory usage for a 7B-parameter transformer at 4K context.

  • Prompt 2

    Write a 60-word product description for a mid-range AI workstation: 1× RTX 4090, 64GB DDR5, 2TB NVMe. Highlight one trade-off.

  • Prompt 3

    List five concrete differences between INT4 weight-only quantization (Q4_K_M) and INT8 quantization (Q8_0) for inference.

  • Prompt 4

    I have 12GB of VRAM and want to run a coding assistant locally. What model size and quantization fit, with what context length?

  • Prompt 5

    Summarize the difference between greedy decoding and nucleus sampling in 3 short bullet points.

Reference runtime command

A representative invocation for reproducing this workload class. Source-specific runs may use adjacent runtimes unless the record says otherwise.

shell
OLLAMA_NUM_PARALLEL=1 ollama run laguna-xs-2.1 --verbose   # num_ctx 4096, batch 1

Poolside Laguna XS 2.1 (33B) via Ollama 0.32.1, Q4_K_M GGUF, batch 1, 4K context, measured on RTX 5090 (Vast.ai). Throughput reported as the median Ollama eval rate.

Full leaderboard

Every record for Laguna XS 2.1.

No comparable multi-device results

The current selection lacks two devices with matching workload, quantization, context, batch and documented runtime. No speed winner is assigned. Inspect the source-attributed records.

Cite this benchmark

Use this in your paper, blog post, or comparison table.

BibTeX
@misc{myaihardware_laguna-xs-2-1-q4_2026,
  title  = {MyAI Bench: Laguna XS 2.1 (Q4_K_M)},
  author = {{MyAIHardware Contributors}},
  year   = {2026},
  url    = {https://www.myaihardware.com/benchmarks/workload/laguna-xs-2-1-q4},
  note   = {Version 1.3, accessed 2026-09-09}
}
APA
MyAIHardware Contributors. (2026). MyAI Bench: Laguna XS 2.1 (Q4_K_M). MyAIHardware. Retrieved 2026-09-09, from https://www.myaihardware.com/benchmarks/workload/laguna-xs-2-1-q4
MLA
MyAIHardware Contributors. "MyAI Bench: Laguna XS 2.1 (Q4_K_M)." MyAIHardware, 2026, https://www.myaihardware.com/benchmarks/workload/laguna-xs-2-1-q4. Accessed 2026-09-09.
Plain text
MyAI Bench, Laguna XS 2.1 (Q4_K_M). MyAIHardware Contributors, 2026. Version 1.3. https://www.myaihardware.com/benchmarks/workload/laguna-xs-2-1-q4 (accessed 2026-09-09).