How fast is Tiel-Coder-35B-A3B-MLX-oQ4e-MTP for local inference?

Across 5 community benchmark runs, Tiel-Coder-35B-A3B-MLX-oQ4e-MTP reaches up to 126.6 tok/s and averages 123.7 tok/s, with the fastest results on Apple M5 Max.

How much memory does Tiel-Coder-35B-A3B-MLX-oQ4e-MTP need?

The leanest observed configuration used about 21.0 GB of memory.

Which tools have been used to run Tiel-Coder-35B-A3B-MLX-oQ4e-MTP?

Benchmarks were submitted using oMLX. Results are community-contributed and updated as new runs arrive.

Model benchmarks

Tiel-Coder-35B-A3B-MLX-oQ4e-MTP local LLM performance

As of September 2026, Tiel-Coder-35B-A3B-MLX-oQ4e-MTP runs at up to 126.6 tok/s for local inference (best of 5 community benchmark runs across 1 GPU).

oMLX

ShareReddit X

Model size

35B

Peak speed

126.6 tok/s

Average speed

123.7 tok/s

Avg PP

1660.1 tok/s

Min memory

21.0 GB

Max context

262,144 tokens

Avg output / run

26,240 tokens

Avg runtime / run

3m 39s

Avg quality

82.1

Benchmark runs

GPUs tested

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	79.9	82.1	83.4
Agent Workflow	78.4	84.4	89.4
Code Generation	71.9	76.3	81.2
Role Play & Narrative	72.4	82.3	87.5
Research & Analysis	83.0	85.3	89.1

Performance by hardware and tool

Every hardware/tool/quantization combination Tiel-Coder-35B-A3B-MLX-oQ4e-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
Apple M5 Max	oMLX	—	126.6 tok/s	123.7 tok/s	21.0 GB	262,144 tokens	82.1	5

Benchmark runs

All 5 Tiel-Coder-35B-A3B-MLX-oQ4e-MTP runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.

Open run page →

Frequently asked questions

How fast is Tiel-Coder-35B-A3B-MLX-oQ4e-MTP for local inference?: Across 5 community benchmark runs, Tiel-Coder-35B-A3B-MLX-oQ4e-MTP reaches up to 126.6 tok/s and averages 123.7 tok/s, with the fastest results on Apple M5 Max.
How much memory does Tiel-Coder-35B-A3B-MLX-oQ4e-MTP need?: The leanest observed configuration used about 21.0 GB of memory.
Which tools have been used to run Tiel-Coder-35B-A3B-MLX-oQ4e-MTP?: Benchmarks were submitted using oMLX. Results are community-contributed and updated as new runs arrive.