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Granite 8B Code Base by ibm-granite

 »  All LLMs  »  ibm-granite  »  Granite 8B 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-8b-code-base 

Granite 8B Code Base Benchmarks

LLME Score: 0.24406
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Granite 8B Code Base (ibm-granite/granite-8b-code-base)

Granite 8B Code Base Parameters and Internals

Model Type 
text generation
Use Cases 
Applications:
Code generation, Code explanation, Code fixing, Unit tests, Documentation, Technical debt issues, Vulnerability detection, Code translation
Limitations:
Model not safety aligned, potential for problematic outputs
Training Details 
Data Sources:
codeparrot/github-code-clean, bigcode/starcoderdata
Data Volume:
4 trillion tokens in phase 1, 500 billion tokens in phase 2
Methodology:
Two-phase training strategy with deduplication, HAP, PII, and malware filtering
Hardware Used:
NVIDIA A100 GPUs, NVIDIA H100 GPUs
Model Architecture:
Decoder-only model
Safety Evaluation 
Ethical Considerations:
Use with ethical intentions and responsibly, model not safety-aligned, potential for problematic outputs.
LLM NameGranite 8B Code Base
Repository 🤗https://huggingface.co/ibm-granite/granite-8b-code-base 
Model Size8b
Required VRAM16.2 GB
Updated2024-09-01
Maintaineribm-granite
Model Typellama
Model Files  5.0 GB: 1-of-4   4.9 GB: 2-of-4   5.0 GB: 3-of-4   1.3 GB: 4-of-4
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.41.0.dev0
Tokenizer ClassGPT2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size49152
Torch Data Typebfloat16

Quantized Models of the Granite 8B Code Base

Model
Likes
Downloads
VRAM
Granite 8B Code Instruct GGUF6182503 GB
Granite 8B Code Instruct 4bit0244 GB
Granite 8B Code Base 8bit1178 GB
Granite 8B Code Instruct 8bit0208 GB

Best Alternatives to Granite 8B Code Base

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Context / RAM
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...a 3 8B Instruct Gradient 1048K1024K / 16.1 GB4850678
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MrRoboto ProLong 8B V2b1024K / 16.1 GB1770
MrRoboto ProLong 8B V4b1024K / 16.1 GB940
MrRoboto ProLong 8B V1n1024K / 16.1 GB1560
MrRoboto ProLong 8B V4c1024K / 16.1 GB790
MrRoboto ProLong 8B V4e1024K / 16.1 GB430
MrRoboto ProLong 8B V1a1024K / 16.1 GB1070
HEL V0.8 8B LONG DARK1024K / 16.1 GB2000
MrRoboto ProLong 8B V2a1024K / 16.1 GB1010
Note: green Score (e.g. "73.2") means that the model is better than ibm-granite/granite-8b-code-base.

Rank the Granite 8B 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 v20241217
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