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README.md
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static quants of https://huggingface.co/dfurman/CalmeRys-78B-Orpo-v0.1
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<!-- provided-files -->
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weighted/imatrix quants
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## Usage
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If you are unsure how to use GGUF files, refer to one of [TheBloke's
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| Link | Type | Size/GB | Notes |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q2_K.gguf) | Q2_K | 31.9 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.IQ3_S.gguf) | IQ3_S | 37.0 | beats Q3_K* |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q4_K_S.gguf) | Q4_K_S | 47.0 | fast, recommended |
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| [PART 1](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q8_0.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q8_0.gguf.part2of2) | Q8_0 | 83.0 | fast, best quality |
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Here is a handy graph by ikawrakow comparing some lower-quality quant
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static quants of https://huggingface.co/dfurman/CalmeRys-78B-Orpo-v0.1
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<!-- provided-files -->
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weighted/imatrix quants are available at https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-i1-GGUF
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## Usage
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If you are unsure how to use GGUF files, refer to one of [TheBloke's
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| Link | Type | Size/GB | Notes |
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|:-----|:-----|--------:|:------|
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q2_K.gguf) | Q2_K | 31.9 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.IQ3_XS.gguf) | IQ3_XS | 35.2 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q3_K_S.gguf) | Q3_K_S | 36.9 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.IQ3_S.gguf) | IQ3_S | 37.0 | beats Q3_K* |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.IQ3_M.gguf) | IQ3_M | 38.0 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q3_K_M.gguf) | Q3_K_M | 40.4 | lower quality |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q3_K_L.gguf) | Q3_K_L | 42.4 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.IQ4_XS.gguf) | IQ4_XS | 43.1 | |
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| [GGUF](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q4_K_S.gguf) | Q4_K_S | 47.0 | fast, recommended |
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| [PART 1](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q4_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q4_K_M.gguf.part2of2) | Q4_K_M | 50.8 | fast, recommended |
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| [PART 1](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q5_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q5_K_S.gguf.part2of2) | Q5_K_S | 55.2 | |
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| [PART 1](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q5_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q5_K_M.gguf.part2of2) | Q5_K_M | 58.4 | |
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| [PART 1](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q6_K.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q6_K.gguf.part2of2) | Q6_K | 69.1 | very good quality |
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| [PART 1](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q8_0.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/CalmeRys-78B-Orpo-v0.1-GGUF/resolve/main/CalmeRys-78B-Orpo-v0.1.Q8_0.gguf.part2of2) | Q8_0 | 83.0 | fast, best quality |
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Here is a handy graph by ikawrakow comparing some lower-quality quant
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