Total runs:
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Growth Rate:
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Sponsored by
Vmake Labs Video Enhancer
AesSedai / MiMo-V2.6-Pro-RL-GGUF
Model's Last Updated: September 29 2026
Introduction of MiMo-V2.6-Pro-RL-GGUF
Model Details of MiMo-V2.6-Pro-RL-GGUF
This repo contains specialized MoE-quants for XiaomiMiMo/MiMo-V2.6-Pro-RL. 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.
The MXFP4 quant is the "full quality" version, as the model has MXFP4 experts.
The BPW quants have been created targeting specific sizes, using
ed's bpw-size PR
. I've included the
imatrix-bpw.gguf
and
bpw-state.bin
files needed to produce other quants using his PR.
| Quant | Size | Mixture | PPL | 1-(Mean PPL(Q)/PPL(base)) | KLD |
|---|---|---|---|---|---|
| MXFP4 | 537.99 GiB (4.52 BPW) | BF16 / MXFP4 | 3.172064 ± 0.015439 | +0.0376% | -0.000000 ± 0.000000 |
| BPW3.5 | 416.88 GiB (3.50 BPW) | Q8_0 / varies | 3.231880 ± 0.015640 | +1.9240% | 0.141151 ± 0.000823 |
| BPW3.0 | 357.32 GiB (3.00 BPW) | Q8_0 / varies | 3.383461 ± 0.016667 | +6.7044% | 0.183875 ± 0.001023 |
| BPW2.5 | 297.78 GiB (2.50 BPW) | Q6_K / varies | 3.682749 ± 0.018545 | +16.1431% | 0.255708 ± 0.001335 |
| BPW2.0 | 219.58 GiB (1.84 BPW) | Q6_K / varies | 5.113859 ± 0.027763 | +61.2761% | 0.542302 ± 0.002336 |
Runs of AesSedai MiMo-V2.6-Pro-RL-GGUF on huggingface.co
2.2K
Total runs
0
24-hour runs
175
3-day runs
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7-day runs
1.6K
30-day runs
More Information About MiMo-V2.6-Pro-RL-GGUF huggingface.co Model
Url of MiMo-V2.6-Pro-RL-GGUF
MiMo-V2.6-Pro-RL-GGUF huggingface.co Url
Provider of MiMo-V2.6-Pro-RL-GGUF huggingface.co
Other API from AesSedai
Updated:October 09 2025
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