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Granite 3B Code Base 2K by ibm-granite

 »  All LLMs  »  ibm-granite  »  Granite 3B Code Base 2K   URL Share it on

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  Arxiv:2405.04324   Autotrain compatible   Code   Dataset:bigcode/starcoderdata Dataset:codeparrot/github-code...   Dataset:math-ai/stackmathqa Dataset:open-web-math/open-web...   Granite   Llama   Model-index   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/ibm-granite/granite-3b-code-base-2k 

Granite 3B Code Base 2K Benchmarks

LLME Score: 0.24321
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Granite 3B Code Base 2K (ibm-granite/granite-3b-code-base-2k)

Granite 3B Code Base 2K Parameters and Internals

Model Type 
decoder-only, text generation
Use Cases 
Areas:
software engineering productivity
Applications:
code generation, code explanation, code fixing, generating unit tests, generating documentation, addressing technical debt issues, vulnerability detection, code translation
Limitations:
Generated code is not guaranteed to work as intended., Has not undergone any safety alignment.
Considerations:
Caution against complete reliance for crucial decisions.
Additional Notes 
The model is trained from scratch with a two-phase training strategy.
Supported Languages 
proficiency (unknown), languages_supported (116 programming languages)
Training Details 
Data Sources:
codeparrot/github-code-clean, bigcode/starcoderdata
Methodology:
Two-phase training strategy
Hardware Used:
IBM's super computing clusters, namely Vela and Blue Vela, outfitted with NVIDIA A100 and H100 GPUs
Model Architecture:
Decoder-only
Responsible Ai Considerations 
Mitigation Strategies:
HAP, PII, Malware Filtering and deduplication strategies to reduce risks.
LLM NameGranite 3B Code Base 2K
Repository 🤗https://huggingface.co/ibm-granite/granite-3b-code-base-2k 
Model Size3b
Required VRAM7 GB
Updated2024-12-22
Maintaineribm-granite
Model Typellama
Model Files  5.0 GB: 1-of-2   2.0 GB: 2-of-2
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length2048
Model Max Length2048
Transformers Version4.41.0.dev0
Tokenizer ClassGPT2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size49152
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than ibm-granite/granite-3b-code-base-2k.

Rank the Granite 3B Code Base 2K Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Release v20241217
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