Granite Code 8B Instruct - Details

Last update on 2025-05-20

Granite Code 8B Instruct is a large language model developed by Ibm Granite with 8b parameters. It operates under the Apache License 2.0 and is designed for generative tasks, specifically tailored for code-related applications. The model belongs to the Granite Code family, which focuses on decoder-only architectures to enhance performance in coding and instruction-following scenarios.

Description of Granite Code 8B Instruct

Granite Code 8B Instruct is a 8b parameter model fine-tuned from Granite-8B-Code-Base-4K using permissively licensed instruction data to improve instruction following, logical reasoning, and problem-solving capabilities. Developed by Ibm Granite, it is designed for coding-related tasks and building coding assistants. The model operates under the Apache License 2.0, ensuring open access and flexibility for development and deployment. Its focus on decoder-only architectures enhances performance in generative coding scenarios.

Parameters & Context Length of Granite Code 8B Instruct

8b 4k

Granite Code 8B Instruct has 8b parameters, placing it in the mid-scale category of open-source LLMs, offering a balance between performance and resource efficiency for moderate complexity tasks. Its 4k context length falls into the short context range, making it suitable for concise tasks but limiting its ability to handle extended sequences. This combination suggests the model is optimized for efficiency and specific coding-related instructions rather than extensive text processing.
- Parameter Size: 8b
- Context Length: 4k

Possible Intended Uses of Granite Code 8B Instruct

code generation instruction following debugging code translation

Granite Code 8B Instruct is a model that could be used for writing and generating code based on natural language instructions, as its design emphasizes instruction-following and coding tasks. It might also serve as a tool for debugging and troubleshooting code, leveraging its focus on logical reasoning and problem-solving. Additionally, it could potentially assist with code translation between programming languages, given its foundation in code-related models. These uses are possible applications that require further exploration to determine their effectiveness and limitations. The model’s architecture and training data suggest it is well-suited for scenarios involving code generation and analysis, but its performance in these areas would depend on specific implementation details.
- writing and generating code based on natural language instructions
- debugging and troubleshooting code
- code translation between programming languages

Possible Applications of Granite Code 8B Instruct

translation code optimization code debugging software development tool programming language translation

Granite Code 8B Instruct could be used for writing and generating code based on natural language instructions, as its design emphasizes instruction-following and coding tasks. It might also serve as a tool for debugging and troubleshooting code, leveraging its focus on logical reasoning and problem-solving. Additionally, it could potentially assist with code translation between programming languages, given its foundation in code-related models. These applications are possible scenarios that require further investigation to confirm their viability and effectiveness. Each use case must be thoroughly evaluated and tested before deployment to ensure alignment with specific requirements.
- writing and generating code based on natural language instructions
- debugging and troubleshooting code
- code translation between programming languages

Quantized Versions & Hardware Requirements of Granite Code 8B Instruct

16 vram 24 vram 12 vram

Granite Code 8B Instruct’s medium q4 version requires a GPU with at least 16GB VRAM for optimal performance, as it balances precision and efficiency. This makes it suitable for systems with mid-range graphics cards, though users should verify their GPU’s VRAM capacity to ensure compatibility. The model’s hardware needs align with the 8B parameter range, where 12GB–24GB VRAM is recommended. These requirements are possible estimates and may vary based on implementation.
- fp16, q2, q3, q4, q5, q6, q8

Conclusion

Granite Code 8B Instruct is a large language model developed by IBM Granite with 8B parameters, designed for coding tasks and instruction following, and released under the Apache License 2.0. It features a 4K context length and supports multiple quantized versions, making it suitable for efficient deployment on mid-range hardware while maintaining performance for code-related applications.

References

Huggingface Model Page
Ollama Model Page

Granite-Code
Granite-Code
Maintainer
Parameters & Context Length
  • Parameters: 8b
  • Context Length: 4K
Statistics
  • Huggingface Likes: 115
  • Huggingface Downloads: 1K
Intended Uses
  • Writing And Generating Code Based On Natural Language Instructions
  • Debugging And Troubleshooting Code
  • Code Translation Between Programming Languages
Languages
  • English