--- base_model: Qwen/Qwen2.5-Math-1.5B-Instruct inference: false language: - en library_name: gguf license: apache-2.0 license_link: https://huggingface.co/Qwen/Qwen2.5-Math-1.5B-Instruct/blob/main/LICENSE pipeline_tag: text-generation quantized_by: legraphista tags: - chat - quantized - GGUF - quantization - imat - imatrix - static - 16bit - 8bit - 6bit - 5bit - 4bit - 3bit - 2bit - 1bit --- # Qwen2.5-Math-1.5B-Instruct-IMat-GGUF _Llama.cpp imatrix quantization of Qwen/Qwen2.5-Math-1.5B-Instruct_ Original Model: [Qwen/Qwen2.5-Math-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Math-1.5B-Instruct) Original dtype: `BF16` (`bfloat16`) Quantized by: llama.cpp [b3787](https://github.com/ggerganov/llama.cpp/releases/tag/b3787) 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/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/imatrix.dat) ### Common Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | [Qwen2.5-Math-1.5B-Instruct.Q8_0.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q8_0.gguf) | Q8_0 | 1.65GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q6_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q6_K.gguf) | Q6_K | 1.27GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q4_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q4_K.gguf) | Q4_K | 986.05MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q3_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q3_K.gguf) | Q3_K | 824.18MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q2_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q2_K.gguf) | Q2_K | 676.31MB | ✅ Available | 🟢 IMatrix | 📦 No ### All Quants | Filename | Quant type | File Size | Status | Uses IMatrix | Is Split | | -------- | ---------- | --------- | ------ | ------------ | -------- | | [Qwen2.5-Math-1.5B-Instruct.BF16.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.BF16.gguf) | BF16 | 3.09GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.FP16.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.FP16.gguf) | F16 | 3.09GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q8_0.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q8_0.gguf) | Q8_0 | 1.65GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q6_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q6_K.gguf) | Q6_K | 1.27GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q5_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q5_K.gguf) | Q5_K | 1.13GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q5_K_S.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q5_K_S.gguf) | Q5_K_S | 1.10GB | ✅ Available | ⚪ Static | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q4_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q4_K.gguf) | Q4_K | 986.05MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q4_K_S.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q4_K_S.gguf) | Q4_K_S | 940.31MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.IQ4_NL.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.IQ4_NL.gguf) | IQ4_NL | 936.33MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.IQ4_XS.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.IQ4_XS.gguf) | IQ4_XS | 895.73MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q3_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q3_K.gguf) | Q3_K | 824.18MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q3_K_L.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q3_K_L.gguf) | Q3_K_L | 880.16MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q3_K_S.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q3_K_S.gguf) | Q3_K_S | 760.94MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.IQ3_M.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.IQ3_M.gguf) | IQ3_M | 776.66MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.IQ3_S.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.IQ3_S.gguf) | IQ3_S | 762.41MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.IQ3_XS.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.IQ3_XS.gguf) | IQ3_XS | 731.70MB | ✅ Available | 🟢 IMatrix | 📦 No | Qwen2.5-Math-1.5B-Instruct.IQ3_XXS | IQ3_XXS | - | ⏳ Processing | 🟢 IMatrix | - | [Qwen2.5-Math-1.5B-Instruct.Q2_K.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q2_K.gguf) | Q2_K | 676.31MB | ✅ Available | 🟢 IMatrix | 📦 No | [Qwen2.5-Math-1.5B-Instruct.Q2_K_S.gguf](https://huggingface.co/legraphista/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF/blob/main/Qwen2.5-Math-1.5B-Instruct.Q2_K_S.gguf) | Q2_K_S | 640.14MB | ✅ Available | 🟢 IMatrix | 📦 No | Qwen2.5-Math-1.5B-Instruct.IQ2_M | IQ2_M | - | ⏳ Processing | 🟢 IMatrix | - | Qwen2.5-Math-1.5B-Instruct.IQ2_S | IQ2_S | - | ⏳ Processing | 🟢 IMatrix | - | Qwen2.5-Math-1.5B-Instruct.IQ2_XS | IQ2_XS | - | ⏳ Processing | 🟢 IMatrix | - | Qwen2.5-Math-1.5B-Instruct.IQ2_XXS | IQ2_XXS | - | ⏳ Processing | 🟢 IMatrix | - | Qwen2.5-Math-1.5B-Instruct.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | - | Qwen2.5-Math-1.5B-Instruct.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/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF --include "Qwen2.5-Math-1.5B-Instruct.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/Qwen2.5-Math-1.5B-Instruct-IMat-GGUF --include "Qwen2.5-Math-1.5B-Instruct.Q8_0/*" --local-dir ./ # see FAQ for merging GGUF's ``` --- ## Inference ### Simple chat template ``` <|im_start|>system Please reason step by step, and put your final answer within \boxed{}.<|im_end|> <|im_start|>user {user_prompt}<|im_end|> <|im_start|>assistant {assistant_response}<|im_end|> <|im_start|>user {next_user_prompt}<|im_end|> ``` ### Chat template with system prompt ``` <|im_start|>system {system_prompt}<|im_end|> <|im_start|>user {user_prompt}<|im_end|> <|im_start|>assistant {assistant_response}<|im_end|> <|im_start|>user {next_user_prompt}<|im_end|> ``` ### Llama.cpp ``` llama.cpp/main -m Qwen2.5-Math-1.5B-Instruct.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: `Qwen2.5-Math-1.5B-Instruct.Q8_0`) 3. Run `gguf-split --merge Qwen2.5-Math-1.5B-Instruct.Q8_0/Qwen2.5-Math-1.5B-Instruct.Q8_0-00001-of-XXXXX.gguf Qwen2.5-Math-1.5B-Instruct.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)!