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- weighted/imatrix quants of https://huggingface.co/migtissera/Tess-70B-v1.6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ library_name: transformers
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+ license: llama2
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+ quantized_by: mradermacher
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+ ---
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+ ## About
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+
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+ weighted/imatrix quants of https://huggingface.co/migtissera/Tess-70B-v1.6
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+
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+ <!-- provided-files -->
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+ static quants are available at https://huggingface.co/mradermacher/Tess-70B-v1.6-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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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-IQ2_M.gguf) | i1-IQ2_M | 23.7 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q2_K.gguf) | i1-Q2_K | 25.9 | IQ3_XXS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 27.0 | fast, lower quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q3_K_S.gguf) | i1-Q3_K_S | 30.3 | IQ3_XS probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q3_K_M.gguf) | i1-Q3_K_M | 33.7 | IQ3_S probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q3_K_L.gguf) | i1-Q3_K_L | 36.6 | IQ3_M probably better |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q4_K_S.gguf) | i1-Q4_K_S | 39.7 | optimal size/speed/quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q4_K_M.gguf) | i1-Q4_K_M | 41.8 | fast, medium quality |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q5_K_S.gguf) | i1-Q5_K_S | 47.9 | |
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+ | [GGUF](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q5_K_M.gguf) | i1-Q5_K_M | 49.2 | |
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+ | [PART 1](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q6_K.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Tess-70B-v1.6-i1-GGUF/resolve/main/Tess-70B-v1.6.i1-Q6_K.gguf.part2of2) | i1-Q6_K | 57.0 | practically like static Q6_K |
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+
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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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+ <!-- end -->