---
license: apache-2.0
datasets:
- 0-hero/Matter-0.1-Slim-A
language:
- en
---

## Matter 7B (Mistral 7B Finetune)

Matter 7B is finetuned on the [slim-A version of the Matter dataset](https://huggingface.co/datasets/0-hero/Matter-0.1-Slim-A) (~285k rows), which is curated from over 35 datsets analyzing >6B tokens

### Training

It took ~15 hours to train 3 epochs on 4x A100s (80GB) using Axolotl for a full-finetune

Prompt format: This model uses ChatML prompt format.
```
<|im_start|>system
You are a helpful AI assistant.<|im_end|>
<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant
```
### Function Calling

Model also supports function calling. Additional tokens for function calling 

Model function call tokens
- <|begin_func|> - Function call start token
- <|end_func|> - Function call end token

Function call response tokens
- <|begin_func_response|> - Function response start token
- <|end_func_response|> - Function response end token

Example
```
<|im_start|>system
  You are a helpful assistant with access to the following functions. Use them if required -
  { "name": "get_news_headlines",
    "description": "Get the latest news headlines",
    "parameters":
      { "type": "object",
        "properties":
        { "country":
          { "type": "string",
            "description": "The country for which to fetch news"
          }
        },
      "required": [ "country" ]
    }
  }
<|im_end|>
<|im_start|>user
   Can you tell me the latest news headlines for the United States?<|im_end|>
<|im_start|>assistant
  <|begin_func|>{"name": "get_news_headlines", "arguments": '{"country": "United States"}'}<|end_func|><|im_end|>
<|im_start|>user
  <|begin_func_response|>{
    "headlines":
      [
        "Biden announces new vaccine mandates",
        "Hurricane Ida devastates Louisiana",
        "Apple unveils new iPhone",
        "NASA's Perseverance rover collects first Mars rock sample"
      ]
  }<|end_func_response|>
<|im_end|>
<|im_start|>assistant
  Here are the latest news headlines for the United States:
  1. Biden announces new vaccine mandates
  2. Hurricane Ida devastates Louisiana
  3. Apple unveils new iPhone
  4. NASA's Perseverance rover collects first Mars rock sample
<|im_end|>
```