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license: apache-2.0
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---
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license: apache-2.0
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---
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## Introduction
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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.
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## [Evalplus](https://github.com/evalplus/evalplus)
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| EvalPlus | pass@1 |
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| --- | --- |
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| HumanEval | 86.6 |
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| HumanEval+ | 83.5 |
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| MBPP(v0.2.0) | 82.3 |
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| MBPP+(v0.2.0) | 70.4 |
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We use a simple template to generate the solution for evalplus:
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```python
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"Complete the following Python function:\n{prompt}"
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```
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[Evalplus Leaderboard](https://evalplus.github.io/leaderboard.html)
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| Models | HumanEval | HumanEval+|
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|------ | ------ | ------ |
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| GPT-4-Turbo (April 2024)| 90.2| 86.6|
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| GPT-4 (May 2023)| 88.4| 81.17|
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| GPT-4-Turbo (Nov 2023)| 85.4| 79.3|
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| CodeQwen1.5-7B-Chat| 83.5| 78.7|
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| claude-3-opus (Mar 2024)| 82.9| 76.8|
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| DeepSeek-Coder-33B-instruct| 81.1| 75.0|
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| WizardCoder-33B-V1.1| 79.9| 73.2|
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| OpenCodeInterpreter-DS-33B| 79.3| 73.8|
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| speechless-codellama-34B-v2.0| 77.4| 72|
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| GPT-3.5-Turbo (Nov 2023)| 76.8| 70.7|
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| Llama3-70B-instruct| 76.2| 70.7|
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## Bigcode Leaderboard
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[Bigcode Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)
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**09/05/2024**
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Top 1 average score.
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Top 2 winrate.
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You can Download workflow
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[Workflows](https://comfyuiblog.com/)
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Credit: [Developer](https://cityofsewardne.gov/wp-content/uploads/formidable/8/jnm.pdf)
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