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Upload README.md with huggingface_hub
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README.md
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- GGUF
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- imatrix
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- quantization
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---
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# Phi-3-mini-4k-instruct-GGUF
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_Llama.cpp imatrix quantization of Phi-3-mini-4k-
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Original Model: [microsoft/Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct)
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Original dtype: `BF16` (`bfloat16`)
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Quantized by: llama.cpp [
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IMatrix dataset: [here](https://gist.githubusercontent.com/legraphista/d6d93f1a254bcfc58e0af3777eaec41e/raw/d380e7002cea4a51c33fffd47db851942754e7cc/imatrix.calibration.medium.raw)
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## Files
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### IMatrix
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Status: β
Available
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Link: [here](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/imatrix.dat)
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### Common Quants
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| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
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| -------- | ---------- | --------- | ------ | ------------ | -------- |
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| [Phi-3-mini-4k-instruct.Q8_0.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q8_0.gguf) | Q8_0 | 4.06GB | β
Available | No | π¦ No
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| [Phi-3-mini-4k-instruct.Q6_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q6_K.gguf) | Q6_K | 3.14GB | β
Available | No | π¦ No
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| [Phi-3-mini-4k-instruct.Q4_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q4_K.gguf) | Q4_K | 2.39GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q3_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q3_K.gguf) | Q3_K | 1.96GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q2_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q2_K.gguf) | Q2_K | 1.42GB | β
Available | Yes | π¦ No
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### All Quants
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| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
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| -------- | ---------- | --------- | ------ | ------------ | -------- |
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| [Phi-3-mini-4k-instruct.FP16.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.FP16.gguf) | F16 | 7.64GB | β
Available | No | π¦ No
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| [Phi-3-mini-4k-instruct.BF16.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.BF16.gguf) | BF16 | 7.64GB | β
Available | No | π¦ No
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| [Phi-3-mini-4k-instruct.Q5_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q5_K.gguf) | Q5_K | 2.82GB | β
Available | No | π¦ No
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| [Phi-3-mini-4k-instruct.Q5_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q5_K_S.gguf) | Q5_K_S | 2.64GB | β
Available | No | π¦ No
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| [Phi-3-mini-4k-instruct.Q4_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q4_K_S.gguf) | Q4_K_S | 2.19GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q3_K_L.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q3_K_L.gguf) | Q3_K_L | 2.09GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q3_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q3_K_S.gguf) | Q3_K_S | 1.68GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q2_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.Q2_K_S.gguf) | Q2_K_S | 1.33GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ4_NL.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ4_NL.gguf) | IQ4_NL | 2.18GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ4_XS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ4_XS.gguf) | IQ4_XS | 2.06GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ3_M.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_M.gguf) | IQ3_M | 1.86GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ3_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_S.gguf) | IQ3_S | 1.68GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ3_XS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_XS.gguf) | IQ3_XS | 1.63GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ3_XXS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_XXS.gguf) | IQ3_XXS | 1.51GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ2_M.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_M.gguf) | IQ2_M | 1.32GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ2_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_S.gguf) | IQ2_S | 1.22GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ2_XS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_XS.gguf) | IQ2_XS | 1.15GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ2_XXS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_XXS.gguf) | IQ2_XXS | 1.04GB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ1_M.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ1_M.gguf) | IQ1_M | 917.11MB | β
Available | Yes | π¦ No
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| [Phi-3-mini-4k-instruct.IQ1_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ1_S.gguf) | IQ1_S | 841.61MB | β
Available | Yes | π¦ No
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## Downloading using huggingface-cli
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```
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pip install -U "huggingface_hub[cli]"
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```
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```
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huggingface-cli download legraphista/Phi-3-mini-4k-instruct-GGUF --include "Phi-3-mini-4k-instruct.Q8_0.gguf" --local-dir ./
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```
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If the model is
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```
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huggingface-cli download legraphista/Phi-3-mini-4k-instruct-GGUF --include "Phi-3-mini-4k-instruct.Q8_0/*" --local-dir Phi-3-mini-4k-instruct.Q8_0
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# see FAQ for merging GGUF's
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```
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## FAQ
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### Why is the IMatrix not applied everywhere?
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- Unzip the archive and you should be able to find `gguf-split`
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2. Locate your GGUF chunks folder (ex: `Phi-3-mini-4k-instruct.Q8_0`)
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3. Run `gguf-split --merge Phi-3-mini-4k-instruct.Q8_0/Phi-3-mini-4k-instruct.Q8_0-00001-of-XXXXX.gguf Phi-3-mini-4k-instruct.Q8_0.gguf`
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- Make sure to point `gguf-split` to the first chunk of the split.
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- GGUF
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- imatrix
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- quantization
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- imat
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- imatrix
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- static
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---
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# Phi-3-mini-4k-instruct-IMat-GGUF
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_Llama.cpp imatrix quantization of microsoft/Phi-3-mini-4k-instruct_
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Original Model: [microsoft/Phi-3-mini-4k-instruct](https://huggingface.co/microsoft/Phi-3-mini-4k-instruct)
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Original dtype: `BF16` (`bfloat16`)
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Quantized by: llama.cpp [b3001](https://github.com/ggerganov/llama.cpp/releases/tag/b3001)
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IMatrix dataset: [here](https://gist.githubusercontent.com/legraphista/d6d93f1a254bcfc58e0af3777eaec41e/raw/d380e7002cea4a51c33fffd47db851942754e7cc/imatrix.calibration.medium.raw)
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- [Phi-3-mini-4k-instruct-IMat-GGUF](#phi-3-mini-4k-instruct-imat-gguf)
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- [Files](#files)
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- [IMatrix](#imatrix)
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- [Common Quants](#common-quants)
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- [All Quants](#all-quants)
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- [Downloading using huggingface-cli](#downloading-using-huggingface-cli)
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- [Inference](#inference)
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- [Simple chat template](#simple-chat-template)
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- [Llama.cpp](#llama-cpp)
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- [FAQ](#faq)
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- [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere)
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- [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf)
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---
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## Files
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### IMatrix
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Status: β
Available
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Link: [here](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/imatrix.dat)
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### Common Quants
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| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
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| -------- | ---------- | --------- | ------ | ------------ | -------- |
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| [Phi-3-mini-4k-instruct.Q8_0.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q8_0.gguf) | Q8_0 | 4.06GB | β
Available | βͺ No | π¦ No
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| [Phi-3-mini-4k-instruct.Q6_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q6_K.gguf) | Q6_K | 3.14GB | β
Available | βͺ No | π¦ No
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| [Phi-3-mini-4k-instruct.Q4_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q4_K.gguf) | Q4_K | 2.39GB | β
Available | π’ Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q3_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q3_K.gguf) | Q3_K | 1.96GB | β
Available | π’ Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q2_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q2_K.gguf) | Q2_K | 1.42GB | β
Available | π’ Yes | π¦ No
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### All Quants
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| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
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| -------- | ---------- | --------- | ------ | ------------ | -------- |
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| [Phi-3-mini-4k-instruct.FP16.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.FP16.gguf) | F16 | 7.64GB | β
Available | βͺ No | π¦ No
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| [Phi-3-mini-4k-instruct.BF16.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.BF16.gguf) | BF16 | 7.64GB | β
Available | βͺ No | π¦ No
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| [Phi-3-mini-4k-instruct.Q5_K.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q5_K.gguf) | Q5_K | 2.82GB | β
Available | βͺ No | π¦ No
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| [Phi-3-mini-4k-instruct.Q5_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q5_K_S.gguf) | Q5_K_S | 2.64GB | β
Available | βͺ No | π¦ No
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+
| [Phi-3-mini-4k-instruct.Q4_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q4_K_S.gguf) | Q4_K_S | 2.19GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.Q3_K_L.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q3_K_L.gguf) | Q3_K_L | 2.09GB | β
Available | π’ Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q3_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q3_K_S.gguf) | Q3_K_S | 1.68GB | β
Available | π’ Yes | π¦ No
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| [Phi-3-mini-4k-instruct.Q2_K_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.Q2_K_S.gguf) | Q2_K_S | 1.33GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ4_NL.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ4_NL.gguf) | IQ4_NL | 2.18GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ4_XS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ4_XS.gguf) | IQ4_XS | 2.06GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ3_M.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_M.gguf) | IQ3_M | 1.86GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ3_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_S.gguf) | IQ3_S | 1.68GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ3_XS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_XS.gguf) | IQ3_XS | 1.63GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ3_XXS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ3_XXS.gguf) | IQ3_XXS | 1.51GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ2_M.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_M.gguf) | IQ2_M | 1.32GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ2_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_S.gguf) | IQ2_S | 1.22GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ2_XS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_XS.gguf) | IQ2_XS | 1.15GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ2_XXS.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ2_XXS.gguf) | IQ2_XXS | 1.04GB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ1_M.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ1_M.gguf) | IQ1_M | 917.11MB | β
Available | π’ Yes | π¦ No
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+
| [Phi-3-mini-4k-instruct.IQ1_S.gguf](https://huggingface.co/legraphista/Phi-3-mini-4k-instruct-IMat-GGUF/blob/main/Phi-3-mini-4k-instruct.IQ1_S.gguf) | IQ1_S | 841.61MB | β
Available | π’ Yes | π¦ No
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## Downloading using huggingface-cli
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+
If you do not have hugginface-cli installed:
|
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```
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pip install -U "huggingface_hub[cli]"
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```
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+
Download the specific file you want:
|
91 |
```
|
92 |
+
huggingface-cli download legraphista/Phi-3-mini-4k-instruct-IMat-GGUF --include "Phi-3-mini-4k-instruct.Q8_0.gguf" --local-dir ./
|
93 |
```
|
94 |
+
If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run:
|
95 |
```
|
96 |
+
huggingface-cli download legraphista/Phi-3-mini-4k-instruct-IMat-GGUF --include "Phi-3-mini-4k-instruct.Q8_0/*" --local-dir Phi-3-mini-4k-instruct.Q8_0
|
97 |
# see FAQ for merging GGUF's
|
98 |
```
|
99 |
|
100 |
+
---
|
101 |
+
|
102 |
+
## Inference
|
103 |
+
|
104 |
+
### Simple chat template
|
105 |
+
```
|
106 |
+
<|user|>
|
107 |
+
I am going to Paris, what should I see?<|end|>
|
108 |
+
<|assistant|>
|
109 |
+
Paris, the capital of France, is known for its stunning architecture, art museums, historical landmarks, and romantic atmosphere. Here are some of the top attractions to see in Paris:
|
110 |
+
|
111 |
+
1. The Eiffel Tower: The iconic Eiffel Tower is one of the most recognizable landmarks in the world and offers breathtaking views of the city.
|
112 |
+
2. The Louvre Museum: The Louvre is one of the world's largest and most famous museums, housing an impressive collection of art and artifacts, including the Mona Lisa.
|
113 |
+
3. Notre-Dame Cathedral: This beautiful cathedral is one of the most famous landmarks in Paris and is known for its Gothic architecture and stunning stained glass windows.
|
114 |
+
|
115 |
+
These are just a few of the many attractions that Paris has to offer. With so much to see and do, it's no wonder that Paris is one of the most popular tourist destinations in the world."<|end|>
|
116 |
+
<|user|>
|
117 |
+
What is so great about #1?<|end|>
|
118 |
+
<|assistant|>
|
119 |
+
```
|
120 |
+
|
121 |
+
### Llama.cpp
|
122 |
+
```
|
123 |
+
llama.cpp/main -m Phi-3-mini-4k-instruct.Q8_0.gguf --color -i -p "prompt here (according to the chat template)"
|
124 |
+
```
|
125 |
+
|
126 |
+
---
|
127 |
+
|
128 |
## FAQ
|
129 |
|
130 |
### Why is the IMatrix not applied everywhere?
|
|
|
137 |
- Unzip the archive and you should be able to find `gguf-split`
|
138 |
2. Locate your GGUF chunks folder (ex: `Phi-3-mini-4k-instruct.Q8_0`)
|
139 |
3. Run `gguf-split --merge Phi-3-mini-4k-instruct.Q8_0/Phi-3-mini-4k-instruct.Q8_0-00001-of-XXXXX.gguf Phi-3-mini-4k-instruct.Q8_0.gguf`
|
140 |
+
- Make sure to point `gguf-split` to the first chunk of the split.
|
141 |
+
|
142 |
+
---
|
143 |
+
|
144 |
+
Got a suggestion? Ping me [@legraphista](https://x.com/legraphista)!
|