Model benchmarks
mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF local LLM performance
As of August 2026, mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF runs at up to 193.7 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
193.7 tok/s
Average speed
190.9 tok/s
Min memory
n/a
Max context
65,536 tokens
Avg runtime / run
2m 30s
Avg quality
82.1
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 | 81.6 | 82.1 | 82.5 |
| Agent Workflow | 85.6 | 85.7 | 85.7 |
| Code Generation | 72.2 | 73.4 | 74.6 |
| Role Play & Narrative | 79.9 | 84.4 | 88.8 |
| Research & Analysis | 83.5 | 84.9 | 86.2 |
Performance by hardware and tool
Every hardware/tool/quantization combination mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF has been benchmarked on, ranked by peak token generation speed. Last updated August 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 5090 | vLLM | — | 193.7 tok/s | 190.9 tok/s | n/a | 65,536 tokens | 82.1 | 2 |
Benchmark runs
All 2 mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF good for agentic (tool-using) tasks?
- In our benchmarks, mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF scores 85.7/100 for agentic workflows. It runs at about 190.9 tok/s, so if you want more speed, swift-1.5-qwen3.8-27b-uncensored is faster (~277.4 tok/s) and still scores well for agentic workflows (84.1/100).
- How fast is mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF for local inference?
- Across 2 community benchmark runs, mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF reaches up to 193.7 tok/s and averages 190.9 tok/s, with the fastest results on NVIDIA GeForce RTX 5090.
- Which tools have been used to run mudler/Ornith-1.5-35B-A3B-APEX-MTP-GGUF?
- Benchmarks were submitted using vLLM. Results are community-contributed and updated as new runs arrive.