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tags: |
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- code-llm |
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- mistral-7b |
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- language-model |
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--- |
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# Model Card for 01Coder 7B |
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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. |
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## Model Details |
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### Model Description |
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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. |
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- **Developed by:** Manoj Athreya A |
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- **Model type:** Language model (LLM) |
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- **License:** [Apache 2.0 License] |
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- **Finetuned from model:** Mistral 7B |
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## Intended Uses |
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- Code generation from natural language prompts. |
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- Assisting developers in completing code snippets. |
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- Augmenting code-related tasks with automated generation capabilities. |
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## Limitations and Ethical Considerations |
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- **Bias:** As with any language model, biases present in the training data may manifest in the generated code snippets. |
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- **Accuracy:** While the model aims to generate accurate code, it may occasionally produce incorrect or suboptimal solutions, especially for complex tasks. |
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- **Security:** Generated code should be reviewed for security vulnerabilities, as the model may inadvertently produce insecure implementations. |
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- **Ethical Use:** Users are encouraged to employ the model responsibly and ethically, avoiding harmful or malicious use cases. |
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### Recommendations |
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- Fine-tuning the model on specific domains or tasks may improve its performance. |
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- Validate generated code in real-world scenarios to ensure its correctness and reliability. |
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- Provide feedback to continuously improve the model's performance and address any issues encountered during usage. |
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## License |
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- The source code in this repo is licensed under the Apache 2.0 license. |
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## Version History |
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- 01-Coder-7Bv0.1 |
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