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Run Growth:
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Growth Rate:
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Sponsored by
APIMart
AesSedai / GLM-5.3-Flash-GGUF
Model's Last Updated: August 30 2026
Introduction of GLM-5.3-Flash-GGUF
Model Details of GLM-5.3-Flash-GGUF
Notes
- WIP, requires this PR to run
This repo contains specialized MoE-quants for zai-org/GLM-5.3-Flash-BF16. 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 |
|---|---|---|---|---|---|
| Q5_K_M | 224.28 GiB (6.01 BPW) | Q8_0 / Q5_K / Q5_K / Q6_K | 3.589877 ± 0.019865 | +0.5529% | 0.027859 ± 0.000207 |
| Q4_K_M | 188.10 GiB (5.04 BPW) | Q8_0 / Q4_K / Q4_K / Q5_K | 3.635356 ± 0.020204 | +1.8267% | 0.050181 ± 0.000333 |
| IQ4_XS | 148.24 GiB (3.97 BPW) | Q8_0 / IQ3_S / IQ3_S / IQ4_XS | 3.819227 ± 0.021423 | +6.9770% | 0.117358 ± 0.000727 |
| IQ3_S | 116.14 GiB (3.11 BPW) | Q6_K / IQ2_S / IQ2_S / IQ3_S | 4.387061 ± 0.025595 | +22.8821% | 0.283438 ± 0.001596 |
| IQ2_S | 105.81 GiB (2.83 BPW) | Q6_K / IQ2_XS / IQ2_XS / IQ3_XXS | 4.761384 ± 0.028305 | +33.3669% | 0.375406 ± 0.001984 |
Runs of AesSedai GLM-5.3-Flash-GGUF on huggingface.co
1.9K
Total runs
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24-hour runs
-1.0K
3-day runs
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7-day runs
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30-day runs
More Information About GLM-5.3-Flash-GGUF huggingface.co Model
Url of GLM-5.3-Flash-GGUF
GLM-5.3-Flash-GGUF huggingface.co Url
Provider of GLM-5.3-Flash-GGUF huggingface.co
Other API from AesSedai
Updated:October 09 2025
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