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---
base_model: Snowflake/snowflake-arctic-instruct
language:
- en
library_name: transformers
license: apache-2.0
quantized_by: mradermacher
tags:
- snowflake
- arctic
- moe
---
## About
<!-- ### quantize_version: 2 -->
<!-- ### output_tensor_quantised: 1 -->
<!-- ### convert_type: hf -->
<!-- ### vocab_type: -->
<!-- ### tags: -->
static quants of https://huggingface.co/Snowflake/snowflake-arctic-instruct
<!-- provided-files -->
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 |
|:-----|:-----|--------:|:------|
| [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q2_K.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q2_K.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q2_K.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q2_K.gguf.part4of4) | Q2_K | 173.7 | |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_S.gguf.part1of5) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_S.gguf.part2of5) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_S.gguf.part3of5) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_S.gguf.part4of5) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_S.gguf.part5of5) | Q3_K_S | 205.9 | |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_M.gguf.part1of5) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_M.gguf.part2of5) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_M.gguf.part3of5) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_M.gguf.part4of5) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_M.gguf.part5of5) | Q3_K_M | 228.3 | lower quality |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_L.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_L.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_L.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_L.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_L.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q3_K_L.gguf.part6of6) | Q3_K_L | 247.2 | |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_S.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_S.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_S.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_S.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_S.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_S.gguf.part6of6) | Q4_K_S | 271.7 | fast, recommended |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_M.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_M.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_M.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_M.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_M.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q4_K_M.gguf.part6of6) | Q4_K_M | 289.3 | fast, recommended |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part1of7) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part2of7) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part3of7) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part4of7) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part5of7) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part6of7) [P7](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_S.gguf.part7of7) | Q5_K_S | 329.3 | |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part1of7) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part2of7) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part3of7) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part4of7) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part5of7) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part6of7) [P7](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q5_K_M.gguf.part7of7) | Q5_K_M | 339.5 | |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part1of8) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part2of8) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part3of8) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part4of8) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part5of8) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part6of8) [P7](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part7of8) [P8](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q6_K.gguf.part8of8) | Q6_K | 392.8 | very good quality |
| [P1](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part01of11) [P2](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part02of11) [P3](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part03of11) [P4](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part04of11) [P5](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part05of11) [P6](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part06of11) [P7](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part07of11) [P8](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part08of11) [P9](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part09of11) [P10](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part10of11) [P11](https://huggingface.co/mradermacher/snowflake-arctic-instruct-GGUF/resolve/main/snowflake-arctic-instruct.Q8_0.gguf.part11of11) | Q8_0 | 508.7 | fast, best quality |
Here is a handy graph by ikawrakow comparing some lower-quality quant
types (lower is better):
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.
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