---
license: apache-2.0
datasets:
- ajibawa-2023/Code-290k-ShareGPT
- m-a-p/Code-Feedback
- microsoft/orca-math-word-problems-200k
- teknium/openhermes
language:
- en
tags:
- code
- mathematics
---

**Code-Mistral-7B**


This Model is trained on refined version of my dataset [Code-290k-ShareGPT](https://huggingface.co/datasets/ajibawa-2023/Code-290k-ShareGPT).

Besides this it is trained on following datasets:

[Code-Feedback](https://huggingface.co/datasets/m-a-p/Code-Feedback)

[orca-math-word-problems-200k](https://huggingface.co/datasets/microsoft/orca-math-word-problems-200k)

[Openhermes](https://huggingface.co/datasets/teknium/openhermes)

The idea was to check how this Model will perform with both Code & Maths datasets. This model is very good with Coding. 
Maths is still hit & miss but you can test out this model.

This Model is trained on massive datasets so the results are very good.
I have used ChatML prompt format.

Kindly note this is qLoRA version, a rare exception.

**GGUF & Exllama**

GGUF: [Link](https://huggingface.co/bartowski/Code-Mistral-7B-GGUF)

Exllama v2: [Link](https://huggingface.co/bartowski/Code-Mistral-7B-exl2)

Special Thanks to [Bartowski](https://huggingface.co/bartowski) for quantizing this model.


**Training:**

Entire dataset was trained on 4 x A100 80GB. For 3 epoch, training took almost 33 Hours. Axolotl codebase was used for training purpose.
Entire data is trained on Mistral.

**Example Prompt:**
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

```
You can modify above Prompt as per your requirement. 


I want to say special Thanks to the Open Source community for helping & guiding me to better understand the AI/Model development.

Thank you for your love & support.


**Example Output**


**C++**

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64aea8ff67511bd3d965697b/jcmEZSRX7s7-B_ZybWwwN.jpeg)

**Error Resolving**

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64aea8ff67511bd3d965697b/iy89IxjiZXAY4Id-ieLg7.jpeg)

**Matrices**

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64aea8ff67511bd3d965697b/zFfq9lBA63wQzy0tP3_hd.jpeg)

**Machine Learning**

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64aea8ff67511bd3d965697b/Nv8dCpNxRtJGkOuulKzmn.jpeg)