--- base_model: CohereForAI/c4ai-command-r-plus-08-2024 extra_gated_prompt: "By submitting this form, you agree to the [License Agreement](https://cohere.com/c4ai-cc-by-nc-license)\ \ and acknowledge that the information you provide will be collected, used, and\ \ shared in accordance with Cohere\u2019s [Privacy Policy]( https://cohere.com/privacy)." inference: false language: - en - fr - de - es - it - pt - ja - ko - zh - ar library_name: gguf license: cc-by-nc-4.0 pipeline_tag: text-generation quantized_by: legraphista tags: - quantized - GGUF - quantization - imat - imatrix - static - 16bit - 8bit - 6bit - 5bit - 4bit - 3bit - 2bit - 1bit --- # c4ai-command-r-plus-08-2024-IMat-GGUF _Llama.cpp imatrix quantization of CohereForAI/c4ai-command-r-plus-08-2024_ Original Model: [CohereForAI/c4ai-command-r-plus-08-2024](https://huggingface.co/CohereForAI/c4ai-command-r-plus-08-2024) Original dtype: `FP16` (`float16`) Quantized by: llama.cpp [b3645](https://github.com/ggerganov/llama.cpp/releases/tag/b3645) IMatrix dataset: [here](https://gist.githubusercontent.com/bartowski1182/eb213dccb3571f863da82e99418f81e8/raw/b2869d80f5c16fd7082594248e80144677736635/calibration_datav3.txt) - [Files](#files) - [IMatrix](#imatrix) - [Common Quants](#common-quants) - [All Quants](#all-quants) - [Downloading using huggingface-cli](#downloading-using-huggingface-cli) - [Inference](#inference) - [Simple chat template](#simple-chat-template) - [Chat template with system prompt](#chat-template-with-system-prompt) - [Llama.cpp](#llama-cpp) - [FAQ](#faq) - [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere) - [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf) --- ## Files ### IMatrix Status: ✅ Available Link: [here](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/imatrix.dat) ### Common Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | c4ai-command-r-plus-08-2024.Q8_0 | Q8_0 | - | ⏳ Processing | ⚪ Static | - | [c4ai-command-r-plus-08-2024.Q6_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q6_K) | Q6_K | 85.17GB | ✅ Available | ⚪ Static | ✂ Yes | [c4ai-command-r-plus-08-2024.Q4_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q4_K) | Q4_K | 62.75GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.Q3_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K) | Q3_K | 50.98GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.Q2_K.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.Q2_K.gguf) | Q2_K | 39.50GB | ✅ Available | 🟢 IMatrix | 📦 No ### All Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | [c4ai-command-r-plus-08-2024.FP16/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.FP16) | F16 | 207.64GB | ✅ Available | ⚪ Static | ✂ Yes | c4ai-command-r-plus-08-2024.Q8_0 | Q8_0 | - | ⏳ Processing | ⚪ Static | - | [c4ai-command-r-plus-08-2024.Q6_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q6_K) | Q6_K | 85.17GB | ✅ Available | ⚪ Static | ✂ Yes | [c4ai-command-r-plus-08-2024.Q5_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q5_K) | Q5_K | 73.62GB | ✅ Available | ⚪ Static | ✂ Yes | [c4ai-command-r-plus-08-2024.Q5_K_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q5_K_S) | Q5_K_S | 71.80GB | ✅ Available | ⚪ Static | ✂ Yes | [c4ai-command-r-plus-08-2024.Q4_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q4_K) | Q4_K | 62.75GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.Q4_K_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q4_K_S) | Q4_K_S | 59.64GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.IQ4_NL/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ4_NL) | IQ4_NL | 59.32GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.IQ4_XS/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ4_XS) | IQ4_XS | 56.20GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.Q3_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K) | Q3_K | 50.98GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.Q3_K_L/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K_L) | Q3_K_L | 55.40GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.Q3_K_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K_S) | Q3_K_S | 45.85GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.IQ3_M/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ3_M) | IQ3_M | 47.68GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.IQ3_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ3_S) | IQ3_S | 45.96GB | ✅ Available | 🟢 IMatrix | ✂ Yes | [c4ai-command-r-plus-08-2024.IQ3_XS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ3_XS.gguf) | IQ3_XS | 43.60GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.IQ3_XXS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ3_XXS.gguf) | IQ3_XXS | 40.66GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.Q2_K.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.Q2_K.gguf) | Q2_K | 39.50GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.Q2_K_S.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.Q2_K_S.gguf) | Q2_K_S | 36.60GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.IQ2_M.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_M.gguf) | IQ2_M | 36.04GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.IQ2_S.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_S.gguf) | IQ2_S | 33.32GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.IQ2_XS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_XS.gguf) | IQ2_XS | 31.63GB | ✅ Available | 🟢 IMatrix | 📦 No | [c4ai-command-r-plus-08-2024.IQ2_XXS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_XXS.gguf) | IQ2_XXS | 28.61GB | ✅ Available | 🟢 IMatrix | 📦 No | c4ai-command-r-plus-08-2024.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | - | c4ai-command-r-plus-08-2024.IQ1_S | IQ1_S | - | ⏳ Processing | 🟢 IMatrix | - ## Downloading using huggingface-cli If you do not have hugginface-cli installed: ``` pip install -U "huggingface_hub[cli]" ``` Download the specific file you want: ``` huggingface-cli download legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF --include "c4ai-command-r-plus-08-2024.Q8_0.gguf" --local-dir ./ ``` If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run: ``` huggingface-cli download legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF --include "c4ai-command-r-plus-08-2024.Q8_0/*" --local-dir ./ # see FAQ for merging GGUF's ``` --- ## Inference ### Simple chat template ``` <|START_OF_TURN_TOKEN|><|USER_TOKEN|>{user_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{assistant_response}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{next_user_prompt}<|END_OF_TURN_TOKEN|> ``` ### Chat template with system prompt ``` <|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>{system_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{user_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{assistant_response}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{next_user_prompt}<|END_OF_TURN_TOKEN|> ``` ### Llama.cpp ``` llama.cpp/main -m c4ai-command-r-plus-08-2024.Q8_0.gguf --color -i -p "prompt here (according to the chat template)" ``` --- ## FAQ ### Why is the IMatrix not applied everywhere? According to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1993iro/ggufs_quants_can_punch_above_their_weights_now/), it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results). ### How do I merge a split GGUF? 1. Make sure you have `gguf-split` available - To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases - Download the appropriate zip for your system from the latest release - Unzip the archive and you should be able to find `gguf-split` 2. Locate your GGUF chunks folder (ex: `c4ai-command-r-plus-08-2024.Q8_0`) 3. Run `gguf-split --merge c4ai-command-r-plus-08-2024.Q8_0/c4ai-command-r-plus-08-2024.Q8_0-00001-of-XXXXX.gguf c4ai-command-r-plus-08-2024.Q8_0.gguf` - Make sure to point `gguf-split` to the first chunk of the split. --- Got a suggestion? Ping me [@legraphista](https://x.com/legraphista)!