Model benchmarks
unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS local LLM performance
As of October 2026, unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS runs at up to 37.7 tok/s for local inference (best of 5 community benchmark runs across 1 GPU).
Model size
30B
Peak speed
37.7 tok/s
Average speed
37.6 tok/s
Avg PP
507.9 tok/s
Min memory
13.0 GB
Max context
32,768 tokens
Avg output / run
15,175 tokens
Avg runtime / run
6m 52s
Avg quality
83.7
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 | 80.7 | 83.7 | 87.6 |
| Agent Workflow | 87.3 | 90.6 | 94.6 |
| Code Generation | 61.6 | 69.0 | 80.2 |
| Role Play & Narrative | 88.5 | 91.6 | 93.4 |
| Research & Analysis | 77.6 | 83.4 | 89.1 |
Performance by hardware and tool
Every hardware/tool/quantization combination unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS has been benchmarked on, ranked by peak token generation speed. Last updated October 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| AMD Radeon RX 9070/9070 XT/9070 GRE | llama.cpp | — | 37.7 tok/s | 37.6 tok/s | 13.0 GB | 32,768 tokens | 83.7 | 5 |
Benchmark runs
All 5 unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS good for coding?
- In our benchmarks, unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS scores 69.0/100 for coding. It runs at about 37.6 tok/s, so if you want more speed, K2-Horizon-MoVA-36B-A4B-MLX-4bit is faster (~48.5 tok/s) and still scores well for coding (82.5/100).
- Is unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS good for agentic (tool-using) tasks?
- In our benchmarks, unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS scores 90.6/100 for agentic workflows. It runs at about 37.6 tok/s, so if you want more speed, Nex-N2.5-mini-APEX-Mini is faster (~88.2 tok/s) and still scores well for agentic workflows (91.3/100).
- How fast is unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS for local inference?
- Across 5 community benchmark runs, unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS reaches up to 37.7 tok/s and averages 37.6 tok/s, with the fastest results on AMD Radeon RX 9070/9070 XT/9070 GRE.
- How much memory does unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS need?
- The leanest observed configuration used about 13.0 GB of memory.
- Which tools have been used to run unsloth/Muse-Glimmer-30B-GGUF:UD-IQ3_XXS?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.