Model benchmarks
openbmb/MiniCPM5-1B-GGUF local LLM performance
As of September 2026, openbmb/MiniCPM5-1B-GGUF runs at up to 85.6 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
1B
Peak speed
85.6 tok/s
Average speed
74.5 tok/s
Avg PP
676.7 tok/s
Min memory
n/a
Max context
8.192 tokens
Avg output / run
12.515 tokens
Avg runtime / run
3m 3s
Avg quality
14.7
Benchmark runs
2
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 2 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 | 13.9 | 14.7 | 15.6 |
| Agent Workflow | 22.2 | 22.7 | 23.1 |
| Code Generation | 0.1 | 0.8 | 1.4 |
| Role Play & Narrative | 24.5 | 24.7 | 24.9 |
| Research & Analysis | 8.2 | 10.8 | 13.5 |
Performance by hardware and tool
Every hardware/tool/quantization combination openbmb/MiniCPM5-1B-GGUF 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 |
|---|---|---|---|---|---|---|---|---|
| Intel(R) Arc(TM) 140V GPU (16GB) | Unsloth Studio | — | 85.6 tok/s | 74.5 tok/s | n/a | 8.192 tokens | 14.7 | 2 |
Benchmark runs
All 2 openbmb/MiniCPM5-1B-GGUF runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is openbmb/MiniCPM5-1B-GGUF good for coding?
- In our benchmarks, openbmb/MiniCPM5-1B-GGUF scores 0.8/100 for coding. It runs at about 74.5 tok/s, so if you want more speed, ornith-ai/Ornith-1.5-35B-A3B-GGUF is faster (~96.3 tok/s) and still scores well for coding (83.4/100).
- Is openbmb/MiniCPM5-1B-GGUF good for agentic (tool-using) tasks?
- In our benchmarks, openbmb/MiniCPM5-1B-GGUF scores 22.7/100 for agentic workflows. It runs at about 74.5 tok/s, so if you want more speed, Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp is faster (~102.7 tok/s) and still scores well for agentic workflows (91.1/100).
- How fast is openbmb/MiniCPM5-1B-GGUF for local inference?
- Across 2 community benchmark runs, openbmb/MiniCPM5-1B-GGUF reaches up to 85.6 tok/s and averages 74.5 tok/s, with the fastest results on Intel(R) Arc(TM) 140V GPU (16GB).
- How much memory does openbmb/MiniCPM5-1B-GGUF need?
- The leanest observed configuration used about n/a of memory.
- Which tools have been used to run openbmb/MiniCPM5-1B-GGUF?
- Benchmarks were submitted using Unsloth Studio. Results are community-contributed and updated as new runs arrive.