Model benchmarks
Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL local LLM performance
As of September 2026, Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL runs at up to 28.2 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
28.2 tok/s
Average speed
28.2 tok/s
Avg PP
272.5 tok/s
Min memory
17.1 GB
Max context
65.536 tokens
Avg output / run
14.451 tokens
Avg runtime / run
8m 24s
Avg quality
80.9
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 | 77.0 | 80.9 | 84.8 |
| Agent Workflow | 87.7 | 90.9 | 94.0 |
| Code Generation | 75.7 | 77.9 | 80.2 |
| Role Play & Narrative | 80.4 | 81.1 | 81.7 |
| Research & Analysis | 64.2 | 73.8 | 83.3 |
Performance by hardware and tool
Every hardware/tool/quantization combination Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_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 |
|---|---|---|---|---|---|---|---|---|
| Tesla P100-PCIE-16GB | llama.cpp | Q6_K | 28.2 tok/s | 28.2 tok/s | 17.1 GB | 65.536 tokens | 80.9 | 2 |
Benchmark runs
All 2 Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL good for coding?
- In our benchmarks, Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL scores 77.9/100 for coding. It runs at about 28.2 tok/s, so if you want more speed, /home/polaris/models/Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL.gguf is faster (~35.6 tok/s) and still scores well for coding (84.9/100).
- Is Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL good for agentic (tool-using) tasks?
- In our benchmarks, Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL scores 90.9/100 for agentic workflows. It runs at about 28.2 tok/s, so if you want more speed, granite-4.2-8b-Q4_K_L is faster (~71.6 tok/s) and still scores well for agentic workflows (92.9/100).
- How fast is Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL for local inference?
- Across 2 community benchmark runs, Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL reaches up to 28.2 tok/s and averages 28.2 tok/s, with the fastest results on Tesla P100-PCIE-16GB.
- How much memory does Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL need?
- The leanest observed configuration used about 17.1 GB of memory (quantizations tested: Q6_K).
- Which tools have been used to run Cyber-Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.