Granite Code 3B Base - Details

Granite Code 3B Base is a large language model developed by IBM Granite, featuring 3 billion parameters. It operates under the Apache License 2.0, allowing flexible use and modification. This model is part of the Granite Code family, designed as a decoder-only architecture for generative tasks, particularly in code-related applications.

Granite Code 3B Base is a decoder-only code model designed for code generative tasks such as code generation, code explanation, and code fixing. It is trained in two phases with 4 trillion tokens from 116 programming languages and 500 billion tokens of high-quality code and natural language data. This model focuses on enhancing code-related applications through its specialized training and architecture.

Granite Code 3B Base is a large language model with 3 billion parameters and a 2k token context length. The parameter size places it in the small to mid-scale range, offering efficient performance for tasks requiring moderate complexity while maintaining lower resource demands. Its context length of 2k tokens is suitable for short to moderate tasks but may limit its effectiveness for extended text processing. The model’s design prioritizes accessibility and speed, making it ideal for applications where resource efficiency is critical.
- Parameter Size: 3b
- Context Length: 2k

Granite Code 3B Base is a large language model designed for code-related tasks, with possible applications including code generation, code explanation, and code fixing. Its possible uses extend to generating unit tests, creating documentation, addressing technical debt, detecting vulnerabilities, and translating code between languages. These possible applications could support developers in streamlining workflows, improving code quality, or accelerating project development. However, the effectiveness of these possible uses would depend on specific implementation details, training data, and contextual requirements. Further investigation is necessary to confirm their viability and ensure alignment with user needs.
- code generation
- code explanation
- code fixing
- generating unit tests
- generating documentation
- addressing technical debt issues
- vulnerability detection
- code translation

Granite Code 3B Base is a large language model with possible applications in code generation, code explanation, and generating unit tests, which could support developers in automating repetitive tasks or improving code quality. Its possible uses might extend to code translation, enabling seamless transitions between programming languages. These possible applications could enhance productivity or simplify complex workflows, but their effectiveness would depend on specific implementation contexts and require further validation. The model’s design suggests it could be particularly suitable for tasks involving code manipulation or documentation, though each possible use case must be thoroughly evaluated before deployment.
- code generation
- code explanation
- generating unit tests
- code translation

Granite Code 3B Base with the medium q4 quantization requires a GPU with at least 12GB VRAM for optimal performance, though it may run on systems with lower VRAM using CPU fallback. This version balances precision and efficiency, making it suitable for developers with mid-range hardware. System memory of at least 32GB is recommended to handle the model’s demands. These possible requirements depend on specific workloads and should be validated against individual hardware configurations.
fp16, q2, q3, q4, q5, q6, q8

Granite Code 3B Base is a large language model with 3 billion parameters and a 2k token context length, designed for code-related generative tasks like code generation, explanation, and fixing, developed by IBM Granite under the Apache License 2.0. Its architecture and training data make it suitable for a range of coding applications, though its effectiveness in specific scenarios requires thorough evaluation before deployment.

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