Model Card for 01Coder 7B

This model card provides details about a code language model (LLM) based on Mistral 7B architecture. It has been trained on a combination of three datasets: ise-uiuc/Magicoder-OSS-Instruct-75K, HuggingFaceH4/CodeAlpaca_20K, and theblackcat102/evol-codealpaca-v1.

Model Details

Model Description

This model is a language model fine-tuned for code generation tasks, leveraging the Mistral 7B base model architecture. It has been trained on a combination of three datasets, namely Magicoder-OSS-Instruct-75K, CodeAlpaca_20K, and evol-codealpaca-v1. The model aims to assist developers in generating code snippets for various programming tasks, ranging from natural language instructions to specific coding prompts.

• Developed by: Manoj Athreya A
• Model type: Language model (LLM)
• License: [Apache 2.0 License]
• Finetuned from model: Mistral 7B

Intended Uses

• Code generation from natural language prompts.
• Assisting developers in completing code snippets.
• Augmenting code-related tasks with automated generation capabilities.

Limitations and Ethical Considerations

• Bias: As with any language model, biases present in the training data may manifest in the generated code snippets.
• Accuracy: While the model aims to generate accurate code, it may occasionally produce incorrect or suboptimal solutions, especially for complex tasks.
• Security: Generated code should be reviewed for security vulnerabilities, as the model may inadvertently produce insecure implementations.
• Ethical Use: Users are encouraged to employ the model responsibly and ethically, avoiding harmful or malicious use cases.

Recommendations

• Fine-tuning the model on specific domains or tasks may improve its performance.
• Validate generated code in real-world scenarios to ensure its correctness and reliability.
• Provide feedback to continuously improve the model's performance and address any issues encountered during usage.

License

• The source code in this repo is licensed under the Apache 2.0 license.

Version History

• 01-Coder-7Bv0.1