Nxcode CQ 7B GGUF

--- 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.  You can Download workflow [Workflows](https://comfyuiblog.com/) Credit: [Developer](https://cityofsewardne.gov/wp-content/uploads/formidable/8/jnm.pdf)

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