metadata
base_model: internlm/internlm2-math-plus-1_8b
inference: false
language:
- en
- zh
library_name: gguf
license: other
pipeline_tag: text-generation
quantized_by: legraphista
tags:
- quantized
- GGUF
- imatrix
- quantization
- imat
- imatrix
- static
internlm2-math-plus-1_8b-IMat-GGUF
Llama.cpp imatrix quantization of internlm/internlm2-math-plus-1_8b
Original Model: internlm/internlm2-math-plus-1_8b
Original dtype: BF16 (bfloat16)
Quantized by: llama.cpp b3008
IMatrix dataset: here
Files
IMatrix
Status: ✅ Available
Link: here
Common Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
|---|---|---|---|---|---|
| internlm2-math-plus-1_8b.Q8_0.gguf | Q8_0 | 2.01GB | ✅ Available | ⚪ Static | 📦 No |
| internlm2-math-plus-1_8b.Q6_K.gguf | Q6_K | 1.55GB | ✅ Available | ⚪ Static | 📦 No |
| internlm2-math-plus-1_8b.Q4_K.gguf | Q4_K | 1.17GB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.Q3_K.gguf | Q3_K | 964.41MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.Q2_K.gguf | Q2_K | 771.89MB | ✅ Available | 🟢 IMatrix | 📦 No |
All Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
|---|---|---|---|---|---|
| internlm2-math-plus-1_8b.FP16.gguf | F16 | 3.78GB | ✅ Available | ⚪ Static | 📦 No |
| internlm2-math-plus-1_8b.BF16.gguf | BF16 | 3.78GB | ✅ Available | ⚪ Static | 📦 No |
| internlm2-math-plus-1_8b.Q5_K.gguf | Q5_K | 1.36GB | ✅ Available | ⚪ Static | 📦 No |
| internlm2-math-plus-1_8b.Q5_K_S.gguf | Q5_K_S | 1.33GB | ✅ Available | ⚪ Static | 📦 No |
| internlm2-math-plus-1_8b.Q4_K_S.gguf | Q4_K_S | 1.12GB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.Q3_K_L.gguf | Q3_K_L | 1.03GB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.Q3_K_S.gguf | Q3_K_S | 888.26MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.Q2_K_S.gguf | Q2_K_S | 727.45MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ4_NL.gguf | IQ4_NL | 1.11GB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ4_XS.gguf | IQ4_XS | 1.06GB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ3_M.gguf | IQ3_M | 915.00MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ3_S.gguf | IQ3_S | 888.26MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ3_XS.gguf | IQ3_XS | 852.87MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ3_XXS.gguf | IQ3_XXS | 787.59MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ2_M.gguf | IQ2_M | 719.96MB | ✅ Available | 🟢 IMatrix | 📦 No |
| internlm2-math-plus-1_8b.IQ2_S | IQ2_S | - | ⏳ Processing | 🟢 IMatrix | - |
| internlm2-math-plus-1_8b.IQ2_XS | IQ2_XS | - | ⏳ Processing | 🟢 IMatrix | - |
| internlm2-math-plus-1_8b.IQ2_XXS | IQ2_XXS | - | ⏳ Processing | 🟢 IMatrix | - |
| internlm2-math-plus-1_8b.IQ1_M | IQ1_M | - | ⏳ Processing | 🟢 IMatrix | - |
| internlm2-math-plus-1_8b.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/internlm2-math-plus-1_8b-IMat-GGUF --include "internlm2-math-plus-1_8b.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/internlm2-math-plus-1_8b-IMat-GGUF --include "internlm2-math-plus-1_8b.Q8_0/*" --local-dir internlm2-math-plus-1_8b.Q8_0
# see FAQ for merging GGUF's
Inference
Simple chat template
<s><|im_start|>user
Can you provide ways to eat combinations of bananas and dragonfruits?<|im_end|>
<|im_start|>assistant
Sure! Here are some ways to eat bananas and dragonfruits together:
1. Banana and dragonfruit smoothie: Blend bananas and dragonfruits together with some milk and honey.
2. Banana and dragonfruit salad: Mix sliced bananas and dragonfruits together with some lemon juice and honey.<|im_end|>
<|im_start|>user
What about solving an 2x + 3 = 7 equation?<|im_end|>
Chat template with system prompt
<s><|im_start|>system
You are a helpful AI.<|im_end|>
<|im_start|>user
Can you provide ways to eat combinations of bananas and dragonfruits?<|im_end|>
<|im_start|>assistant
Sure! Here are some ways to eat bananas and dragonfruits together:
1. Banana and dragonfruit smoothie: Blend bananas and dragonfruits together with some milk and honey.
2. Banana and dragonfruit salad: Mix sliced bananas and dragonfruits together with some lemon juice and honey.<|im_end|>
<|im_start|>user
What about solving an 2x + 3 = 7 equation?<|im_end|>
Llama.cpp
llama.cpp/main -m internlm2-math-plus-1_8b.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-splitavailable- 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:
internlm2-math-plus-1_8b.Q8_0) - Run
gguf-split --merge internlm2-math-plus-1_8b.Q8_0/internlm2-math-plus-1_8b.Q8_0-00001-of-XXXXX.gguf internlm2-math-plus-1_8b.Q8_0.gguf- Make sure to point
gguf-splitto the first chunk of the split.
- Make sure to point
Got a suggestion? Ping me @legraphista!