How fast is unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS for local inference?

Across 2 community benchmark runs, unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS reaches up to 121.6 tok/s and averages 120.1 tok/s, with the fastest results on AMD Radeon RX 9070/9070 XT/9070 GRE.

How much memory does unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS need?

The leanest observed configuration used about 13.9 GB of memory.

Which tools have been used to run unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS?

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

Model benchmarks

unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS local LLM performance

As of October 2026, unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS runs at up to 121.6 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).

llama.cpp

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Model size

30B

Peak speed

121.6 tok/s

Average speed

120.1 tok/s

Avg PP

1137.0 tok/s

Min memory

13.9 GB

Max context

32,768 tokens

Avg output / run

6,578 tokens

Avg runtime / run

58s

Avg quality

60.0

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 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	59.6	60.0	60.4
Agent Workflow	35.2	52.6	69.9
Code Generation	59.1	62.1	65.1
Role Play & Narrative	64.8	68.9	72.9
Research & Analysis	47.7	56.4	65.1

Performance by hardware and tool

Every hardware/tool/quantization combination unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS has been benchmarked on, ranked by peak token generation speed. Last updated October 2026.

Hardware	Tool	Quant	Best tok/s	Avg tok/s	Memory	Context	Quality	Runs
AMD Radeon RX 9070/9070 XT/9070 GRE	llama.cpp	—	121.6 tok/s	120.1 tok/s	13.9 GB	32,768 tokens	60.0	2

Benchmark runs

All 2 unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.

Open run page →

Frequently asked questions

How fast is unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS for local inference?: Across 2 community benchmark runs, unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS reaches up to 121.6 tok/s and averages 120.1 tok/s, with the fastest results on AMD Radeon RX 9070/9070 XT/9070 GRE.
How much memory does unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS need?: The leanest observed configuration used about 13.9 GB of memory.
Which tools have been used to run unsloth/Qwen3-Coder-30B-A3B-Instruct-GGUF:UD-IQ3_XXS?: Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.