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Granite 3B Code Base by ibm-granite

 »  All LLMs  »  ibm-granite  »  Granite 3B Code Base   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 

Granite 3B Code Base Benchmarks

LLME Score: 0.23879
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 (ibm-granite/granite-3b-code-base)

Granite 3B Code Base 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
Repository 🤗https://huggingface.co/ibm-granite/granite-3b-code-base 
Model Size3b
Required VRAM7 GB
Updated2024-09-01
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

Quantized Models of the Granite 3B Code Base

Model
Likes
Downloads
VRAM
Granite 3B Code Instruct GGUF192711 GB

Best Alternatives to Granite 3B Code Base

Best Alternatives
Context / RAM
Downloads
Likes
Llama 3.2 3B Instruct128K / 6.5 GB1500707951
Llama 3.2 3B128K / 6.5 GB337713484
Hermes 3 Llama 3.2 3B128K / 6.5 GB13305135
Llama 3.2 3B Bespoke Thought128K / 6.4 GB303
Dolphin3.0 Llama3.2 3B128K / 6.5 GB1262831
Calme 3.1 Llamaloi 3B128K / 10.6 GB29181
Llama 3.2 3B Instruct128K / 6.4 GB38007047
Orca Mini V9 5 3B Instruct128K / 6.5 GB2486
Llama 3.2 3B Instruct128K / 6.5 GB5791072
Llasa 3B128K / 13.6 GB52715
Note: green Score (e.g. "73.2") means that the model is better than ibm-granite/granite-3b-code-base.

Rank the Granite 3B Code Base Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
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