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base_model:
  - Qwen/Qwen3.6-35B-A3B

Description

This repo contains specialized MoE-quants for Qwen3.6-35B-A3B. The idea being that given the huge size of the FFN tensors compared to the rest of the tensors in the model, it should be possible to achieve a better quality while keeping the overall size of the entire model smaller compared to a similar naive quantization. To that end, the quantization type default is kept in high quality and the FFN UP + FFN GATE tensors are quanted down along with the FFN DOWN tensors.

Quant Size Mixture PPL 1-(Mean PPL(Q)/PPL(base)) KLD
Q8_0 34.36 GiB (8.52 BPW) Q8_0 6.719733 ± 0.043673 +0.0000% 0.005914 ± 0.000097
Q5_K_M 24.44 GiB (6.06 BPW) Q8_0 / Q5_K / Q5_K / Q6_K 6.728925 ± 0.043742 +0.1368% 0.008198 ± 0.000112
Q4_K_M 20.61 GiB (5.11 BPW) Q8_0 / Q4_K / Q4_K / Q5_K 6.741414 ± 0.043822 +0.3227% 0.013899 ± 0.000169
IQ4_XS 16.40 GiB (4.06 BPW) Q8_0 / IQ3_S / IQ3_S / IQ4_XS 6.888604 ± 0.044992 +2.5131% 0.033477 ± 0.000265
IQ3_S 12.65 GiB (3.13 BPW) Q6_K / IQ2_S / IQ2_S / IQ3_S 7.177309 ± 0.047398 +6.8095% 0.084848 ± 0.000588

kld_graph ppl_graph