---
license: apache-2.0
---
## Introduction

Nxcode-CQ-7B-GGUF is the GGUF Model of Nxcode-CQ-7B-orpo is an [Monolithic Preference Optimization without Reference Model](https://arxiv.org/abs/2403.07691) fine-tune of Qwen/CodeQwen1.5-7B on 100k samples of high-quality ranking data.

## [Evalplus](https://github.com/evalplus/evalplus)

| EvalPlus | pass@1 |
| --- | --- |
| HumanEval | 86.6 |
| HumanEval+ | 83.5 |
| MBPP(v0.2.0) | 82.3 |
| MBPP+(v0.2.0) | 70.4 |

We use a simple template to generate the solution for evalplus:

```python
"Complete the following Python function:\n{prompt}"
```

[Evalplus Leaderboard](https://evalplus.github.io/leaderboard.html)
| Models | HumanEval | HumanEval+|
|------ | ------  | ------ |
| GPT-4-Turbo (April 2024)|  90.2| 86.6|
| GPT-4 (May 2023)|  88.4| 81.17|
| GPT-4-Turbo (Nov 2023)|  85.4| 79.3| 
| CodeQwen1.5-7B-Chat|  83.5| 78.7| 
| claude-3-opus (Mar 2024)|  82.9| 76.8|
| DeepSeek-Coder-33B-instruct|  81.1| 75.0|
| WizardCoder-33B-V1.1|  79.9| 73.2|
| OpenCodeInterpreter-DS-33B|  79.3| 73.8|
| speechless-codellama-34B-v2.0|  77.4| 72|
| GPT-3.5-Turbo (Nov 2023)| 76.8| 70.7|
| Llama3-70B-instruct| 76.2| 70.7|

## Bigcode Leaderboard

[Bigcode Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)

**09/05/2024**

Top 1 average score.

Top 2 winrate.

![image/png](https://cdn-uploads.huggingface.co/production/uploads/5ee1b417636bdb3834e2da19/OQonD6a7aNjnN9SsTkFp-.png)

You can Download workflow 

[Workflows](https://comfyuiblog.com/)

Credit: [Developer](https://cityofsewardne.gov/wp-content/uploads/formidable/8/jnm.pdf)