This repo contains two experimental NVFP4 GGUF quantizations of Jackrong's excellent Qwopus3.6-27-Coder for llama.cpp.
This was quantized using my experimental advanced-gguf-quantizer tool.
This model did not have any imatrix used with it, to better keep with the original model's finetuning done by Jackrong.

This repository contains two NVFP4 variants:

Variant	File	Best for	Notes
TURBO	`Qwopus3.6-27B-Coder-MTP-NVFP4-TURBO.gguf`	Max speed	More NVFP4. Lower quality metrics.
HQ	`Qwopus3.6-27B-Coder-MTP-NVFP4-HQ.gguf`	Better quality	More tensors promoted. Slightly slower.

Quality & Speed Results

All PPL/KLD results were measured against the same BF16 wikitest KLD base.

Metric	TURBO	HQ	BF16
Size	15.12 GB	16.98 GB	51 GB
Ppl Ratio	1.0348	1.031	1.000
Mean KLD	0.0414	0.0379	1.000
Same Top p	91.62%	92.03%	100%
pp512	5402.97 tk/s	5104.84 tk/s	-
tg128	83.44 tk/s	76.38 tk/s	-

Evaluation Results

Further evaluation tests are underway to identify real world performance differences between TURBO and HQ.

Benchmark	Samples	TURBO	HQ
GSM8K	-	-%	-%
HellaSwag	-	-%	-%
HumanEval	-	-%	-%

michaelw9999/Qwopus3.6-27B-Coder-MTP-NVFP4-GGUF

Qwen3.6-35B-A3B-NVFP4-MTP-GGUF

Quality & Speed Results

Evaluation Results

michaelw9999/
Qwopus3.6-27B-Coder-MTP-NVFP4-GGUF