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Upload README.md with huggingface_hub

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@@ -26,6 +26,8 @@ more details, including on how to concatenate multi-part files.
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  ## Provided Quants
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  | Link | Type | Size/GB | Notes |
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  |:-----|:-----|--------:|:------|
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_S.gguf) | i1-IQ1_S | 32.7 | |
@@ -41,4 +43,8 @@ more details, including on how to concatenate multi-part files.
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.split-ab) | i1-Q4_K_M | 93.0 | fast, medium quality |
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  ## Provided Quants
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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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  | Link | Type | Size/GB | Notes |
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  |:-----|:-----|--------:|:------|
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  | [GGUF](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-IQ1_S.gguf) | i1-IQ1_S | 32.7 | |
 
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  | [PART 1](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/TheProfessor-155b-i1-GGUF/resolve/main/TheProfessor-155b.i1-Q4_K_M.gguf.split-ab) | i1-Q4_K_M | 93.0 | fast, medium quality |
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+ Here is a handy table comparing some lower-quality quant types:
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+ ![image.png](https://cdn-uploads.huggingface.co/production/uploads/645ce413a19f3e64bbeece31/dEiT6xDvxyANdetzVG1tX.png)
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