--- base_model: Daemontatox/Zireal-0 datasets: - Daemontatox/Reasoning_am - pbcong/gsm8k_step_by_step - Daemontatox/Deepthinking-COT - Daemontatox/Qwqloncotam language: - en library_name: transformers license: apache-2.0 quantized_by: mradermacher tags: - wip - experimental - moe - finetune - research - reasoning --- ## About static quants of https://huggingface.co./Daemontatox/Zireal-0 weighted/imatrix quants seem not to be available (by me) at this time. If they do not show up a week or so after the static ones, I have probably not planned for them. Feel free to request them by opening a Community Discussion. ## Usage If you are unsure how to use GGUF files, refer to one of [TheBloke's READMEs](https://huggingface.co./TheBloke/KafkaLM-70B-German-V0.1-GGUF) for more details, including on how to concatenate multi-part files. ## Provided Quants (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) | Link | Type | Size/GB | Notes | |:-----|:-----|--------:|:------| | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q2_K.gguf.part1of5) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q2_K.gguf.part2of5) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q2_K.gguf.part3of5) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q2_K.gguf.part4of5) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q2_K.gguf.part5of5) | Q2_K | 244.1 | | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_S.gguf.part1of6) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_S.gguf.part2of6) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_S.gguf.part3of6) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_S.gguf.part4of6) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_S.gguf.part5of6) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_S.gguf.part6of6) | Q3_K_S | 289.2 | | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part1of7) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part2of7) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part3of7) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part4of7) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part5of7) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part6of7) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_M.gguf.part7of7) | Q3_K_M | 319.3 | lower quality | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part1of8) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part2of8) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part3of8) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part4of8) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part5of8) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part6of8) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part7of8) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q3_K_L.gguf.part8of8) | Q3_K_L | 347.5 | | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part1of8) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part2of8) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part3of8) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part4of8) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part5of8) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part6of8) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part7of8) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.IQ4_XS.gguf.part8of8) | IQ4_XS | 359.6 | | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part1of8) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part2of8) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part3of8) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part4of8) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part5of8) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part6of8) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part7of8) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_S.gguf.part8of8) | Q4_K_S | 380.1 | fast, recommended | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part1of9) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part2of9) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part3of9) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part4of9) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part5of9) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part6of9) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part7of9) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part8of9) [P9](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q4_K_M.gguf.part9of9) | Q4_K_M | 404.5 | fast, recommended | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part01of10) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part02of10) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part03of10) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part04of10) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part05of10) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part06of10) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part07of10) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part08of10) [P9](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part09of10) [P10](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_S.gguf.part10of10) | Q5_K_S | 461.9 | | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part01of10) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part02of10) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part03of10) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part04of10) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part05of10) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part06of10) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part07of10) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part08of10) [P9](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part09of10) [P10](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q5_K_M.gguf.part10of10) | Q5_K_M | 475.5 | | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part01of12) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part02of12) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part03of12) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part04of12) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part05of12) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part06of12) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part07of12) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part08of12) [P9](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part09of12) [P10](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part10of12) [P11](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part11of12) [P12](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q6_K.gguf.part12of12) | Q6_K | 550.9 | very good quality | | [P1](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part01of18) [P2](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part02of18) [P3](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part03of18) [P4](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part04of18) [P5](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part05of18) [P6](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part06of18) [P7](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part07of18) [P8](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part08of18) [P9](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part09of18) [P10](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part10of18) [P11](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part11of18) [P12](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part12of18) [P13](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part13of18) [P14](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part14of18) [P15](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part15of18) [P16](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part16of18) [P17](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part17of18) [P18](https://huggingface.co./mradermacher/Zireal-0-GGUF/resolve/main/Zireal-0.Q8_0.gguf.part18of18) | Q8_0 | 713.4 | fast, best quality | Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better): ![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png) And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9 ## FAQ / Model Request See https://huggingface.co./mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized. ## Thanks I thank my company, [nethype GmbH](https://www.nethype.de/), for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to [@nicoboss](https://huggingface.co./nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.