metadata
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
Original dtype: BF16
(bfloat16
)
Quantized by: llama.cpp b3787
IMatrix dataset: here
Files
IMatrix
Status: β³ Processing
Link: here
Common Quants
Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
---|---|---|---|---|---|
Qwen2.5-Math-1.5B-Instruct.Q8_0 | Q8_0 | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q6_K | Q6_K | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q4_K | Q4_K | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q3_K | Q3_K | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q2_K | Q2_K | - | β³ Processing | π’ IMatrix | - |
All Quants
Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
---|---|---|---|---|---|
Qwen2.5-Math-1.5B-Instruct.BF16 | BF16 | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.FP16 | F16 | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q8_0 | Q8_0 | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q6_K | Q6_K | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q5_K | Q5_K | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q5_K_S | Q5_K_S | - | β³ Processing | βͺ Static | - |
Qwen2.5-Math-1.5B-Instruct.Q4_K | Q4_K | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q4_K_S | Q4_K_S | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ4_NL | IQ4_NL | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ4_XS | IQ4_XS | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q3_K | Q3_K | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q3_K_L | Q3_K_L | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q3_K_S | Q3_K_S | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ3_M | IQ3_M | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ3_S | IQ3_S | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ3_XS | IQ3_XS | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ3_XXS | IQ3_XXS | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q2_K | Q2_K | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.Q2_K_S | Q2_K_S | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ2_M | IQ2_M | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ2_S | IQ2_S | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ2_XS | IQ2_XS | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ2_XXS | IQ2_XXS | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ1_M | IQ1_M | - | β³ Processing | π’ IMatrix | - |
Qwen2.5-Math-1.5B-Instruct.IQ1_S | IQ1_S | - | β³ Processing | π’ 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, 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?
- 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
- To get hold of
- Locate your GGUF chunks folder (ex:
Qwen2.5-Math-1.5B-Instruct.Q8_0
) - 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.
- Make sure to point
Got a suggestion? Ping me @legraphista!