Model benchmarks
tiel-coder-35b-a3b-mtp local LLM performance
As of September 2026, tiel-coder-35b-a3b-mtp runs at up to 27.2 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
27.2 tok/s
Average speed
26.3 tok/s
Avg PP
403.2 tok/s
Min memory
37.0 GB
Max context
262.144 tokens
Avg output / run
20.913 tokens
Avg runtime / run
13m 11s
Avg quality
82.8
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 | 82.0 | 82.8 | 83.6 |
| Agent Workflow | 71.6 | 80.4 | 89.1 |
| Code Generation | 80.3 | 81.6 | 82.9 |
| Role Play & Narrative | 82.7 | 84.8 | 86.9 |
| Research & Analysis | 82.2 | 84.5 | 86.8 |
Performance by hardware and tool
Every hardware/tool/quantization combination tiel-coder-35b-a3b-mtp 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 |
|---|---|---|---|---|---|---|---|---|
| AMD Radeon RX 9070/9070 XT/9070 GRE | LM Studio | — | 27.2 tok/s | 26.3 tok/s | 37.0 GB | 262.144 tokens | 82.8 | 2 |
Benchmark runs
All 2 tiel-coder-35b-a3b-mtp runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is tiel-coder-35b-a3b-mtp good for coding?
- In our benchmarks, tiel-coder-35b-a3b-mtp scores 81.6/100 for coding. It runs at about 26.3 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 tiel-coder-35b-a3b-mtp good for agentic (tool-using) tasks?
- In our benchmarks, tiel-coder-35b-a3b-mtp scores 80.4/100 for agentic workflows. It runs at about 26.3 tok/s, so if you want more speed, muse-glimmer:latest is faster (~34.5 tok/s) and still scores well for agentic workflows (93.0/100).
- How fast is tiel-coder-35b-a3b-mtp for local inference?
- Across 2 community benchmark runs, tiel-coder-35b-a3b-mtp reaches up to 27.2 tok/s and averages 26.3 tok/s, with the fastest results on AMD Radeon RX 9070/9070 XT/9070 GRE.
- How much memory does tiel-coder-35b-a3b-mtp need?
- The leanest observed configuration used about 37.0 GB of memory.
- Which tools have been used to run tiel-coder-35b-a3b-mtp?
- Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.