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snowflake-arctic-base-i1-GGUF

Transformers
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snowflake
arctic
Mixture of Experts
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  <!-- ### quantize_version: 2 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: hf -->
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  <!-- ### vocab_type: -->
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  <!-- ### tags: nicoboss -->
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  weighted/imatrix quants of https://huggingface.co/Snowflake/snowflake-arctic-base
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ base_model: Snowflake/snowflake-arctic-base
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+ language:
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+ - en
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+ library_name: transformers
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+ license: apache-2.0
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+ quantized_by: mradermacher
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+ tags:
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+ - snowflake
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+ - arctic
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+ - moe
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+ ---
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+ ## About
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+
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  <!-- ### quantize_version: 2 -->
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  <!-- ### output_tensor_quantised: 1 -->
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  <!-- ### convert_type: hf -->
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  <!-- ### vocab_type: -->
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  <!-- ### tags: nicoboss -->
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  weighted/imatrix quants of https://huggingface.co/Snowflake/snowflake-arctic-base
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+
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+ <!-- provided-files -->
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+ static quants are available at https://huggingface.co/mradermacher/snowflake-arctic-base-GGUF
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+ ## Usage
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+
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+ If you are unsure how to use GGUF files, refer to one of [TheBloke's
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+ READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for
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+ more details, including on how to concatenate multi-part files.
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+
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+ ## Provided Quants
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+
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+ (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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+
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+ | Link | Type | Size/GB | Notes |
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+ |:-----|:-----|--------:|:------|
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+ | [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ1_M.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ1_M.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ1_M.gguf.part3of3) | i1-IQ1_M | 107.4 | mostly desperate |
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+ | [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_XXS.gguf.part1of3) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_XXS.gguf.part2of3) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_XXS.gguf.part3of3) | i1-IQ2_XXS | 125.7 | |
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+ | [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_M.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_M.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_M.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ2_M.gguf.part4of4) | i1-IQ2_M | 156.2 | |
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+ | [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K_S.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K_S.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K_S.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K_S.gguf.part4of4) | i1-Q2_K_S | 162.6 | very low quality |
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+ | [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q2_K.gguf.part4of4) | i1-Q2_K | 174.8 | IQ3_XXS probably better |
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+ | [PART 1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_XXS.gguf.part1of4) [PART 2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_XXS.gguf.part2of4) [PART 3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_XXS.gguf.part3of4) [PART 4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_XXS.gguf.part4of4) | i1-IQ3_XXS | 184.5 | lower quality |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_S.gguf.part1of5) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_S.gguf.part2of5) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_S.gguf.part3of5) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_S.gguf.part4of5) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_S.gguf.part5of5) | i1-Q3_K_S | 207.3 | IQ3_XS probably better |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_M.gguf.part1of5) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_M.gguf.part2of5) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_M.gguf.part3of5) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_M.gguf.part4of5) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ3_M.gguf.part5of5) | i1-IQ3_M | 210.1 | |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_M.gguf.part1of5) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_M.gguf.part2of5) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_M.gguf.part3of5) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_M.gguf.part4of5) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_M.gguf.part5of5) | i1-Q3_K_M | 229.9 | IQ3_S probably better |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_L.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_L.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_L.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_L.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_L.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q3_K_L.gguf.part6of6) | i1-Q3_K_L | 248.9 | IQ3_M probably better |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ4_XS.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ4_XS.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ4_XS.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ4_XS.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ4_XS.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-IQ4_XS.gguf.part6of6) | i1-IQ4_XS | 256.2 | |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_S.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_S.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_S.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_S.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_S.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_S.gguf.part6of6) | i1-Q4_K_S | 273.5 | optimal size/speed/quality |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_M.gguf.part1of6) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_M.gguf.part2of6) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_M.gguf.part3of6) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_M.gguf.part4of6) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_M.gguf.part5of6) [P6](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q4_K_M.gguf.part6of6) | i1-Q4_K_M | 291.2 | fast, recommended |
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+ | [P1](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part1of9) [P2](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part2of9) [P3](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part3of9) [P4](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part4of9) [P5](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part5of9) [P6](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part6of9) [P7](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part7of9) [P8](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part8of9) [P9](https://huggingface.co/mradermacher/snowflake-arctic-base-i1-GGUF/resolve/main/snowflake-arctic-base.i1-Q6_K.gguf.part9of9) | i1-Q6_K | 395.3 | practically like static Q6_K |
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+
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+ Here is a handy graph by ikawrakow comparing some lower-quality quant
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+ types (lower is better):
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+
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+ ![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
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+
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+ And here are Artefact2's thoughts on the matter:
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+ https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
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+
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+ ## FAQ / Model Request
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+
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+ See https://huggingface.co/mradermacher/model_requests for some answers to
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+ questions you might have and/or if you want some other model quantized.
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+
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+ ## Thanks
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+
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+ I thank my company, [nethype GmbH](https://www.nethype.de/), for letting
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+ me use its servers and providing upgrades to my workstation to enable
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+ 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.
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+
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+ <!-- end -->