Introducing Stable Code 3B, a highly efficient Large Language Model equipped with 3 billion parameters. This model is engineered for precise and responsive code completion, performing at a level comparable to significantly larger models like CodeLLaMA 7b, which are 2.5 times its size. Stable Code 3B is tailored for developers and programmers seeking to enhance their coding efficiency and accuracy. It seamlessly integrates into various development environments, offering support across multiple programming languages. Whether you’re working on complex software projects or simple coding tasks, Stable Code 3B provides the assistance you need to code smarter and faster, helping to reduce errors and improve productivity.
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Download Stable Code 3B
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What is Stable Code 3B?
Stable Code 3B is a state-of-the-art coding assistant that enables efficient and accurate code completion across multiple programming languages. It’s built on the Stable LM 3B foundational model, trained on an extensive dataset to handle a variety of coding tasks effectively.
Compact Size: At 3 billion parameters, Stable Code 3B is 60% smaller than similar models like CodeLLaMA 7b, making it more suitable for running on edge devices such as common laptops.
High Performance: Despite its smaller size, it matches the capabilities of larger models in code completion, even in a diverse array of programming languages.
Offline Functionality: Can operate efficiently offline, ideal for environments where internet access is limited or privacy is a concern.
Initial Training: Begins with a pre-existing language model (Stable LM 3B-4e1t) trained on 4 trillion tokens of natural language data.
Unsupervised Fine-Tuning: Follows up with fine-tuning on a mix of software engineering-specific datasets such as CommitPack and GitHub Issues, focusing on coding patterns and structures.
Extended Context Training: Implements enhancements like Rotary Embeddings and trains with longer sequence lengths (up to 16,384 tokens) to handle complex code scenarios better.
Stable Code 3B Performance
Feature | Details |
---|---|
Benchmark Achievements | Outperforms other models under 2 billion parameters on various tasks and even challenges larger models in efficiency and effectiveness. |
Multilingual Testing | Shows superior performance in tasks involving translated text, proving its robustness across different languages. |
Transparent Optimization | With the release of optimizer states and training checkpoints, developers can further tune the model to their specific needs. |
Stable Code 3B for Commercial Use
Stable Code 3B is included as part of the Stability AI Membership, offering commercial users access to powerful coding tools:
- Enhanced Features: Members can leverage advanced features such as Fill in the Middle (FIM) and expanded context sizes for more sophisticated coding tasks.
- Diverse Applications: Suitable for a range of commercial applications, from software development firms to educational institutions teaching coding.
Stable Code 3B by Stability AI is a groundbreaking tool that brings advanced coding capabilities to a wider range of devices and users. With its compact size and robust performance, it stands out as a versatile solution for anyone looking to enhance their coding efficiency, whether on-the-go or in commercial settings. As this technology continues to evolve, it promises to be a valuable asset in the arsenal of developers and companies across various sectors.