Granite 8B Code Base by ibm-granite

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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

Granite 8B Code Base Benchmarks

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 Parameters and Internals

LLM NameGranite 8B Code Base
Repository ๐Ÿค—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
Granite 8B Code Base (ibm-granite/granite-8b-code-base)

Quantized Models of the Granite 8B Code Base

Model
Likes
Downloads
VRAM
Granite 8B Code Instruct GGUF4347163 GB
Granite 8B Code Instruct 4bit0164 GB
Granite 8B Code Base 8bit138 GB
Granite 8B Code Instruct 8bit058 GB

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...a 3 8B Instruct Gradient 1048K1024K / 16.1 GB10518663
...struct Gradient 1048K MAC Lora1024K / 5.9 GB41612
L3.1 Gradient1024K / 16.1 GB190
Loki V2.11024K / 16.1 GB80
...SLERP Gradient1048k OpenBioLLM1024K / 16.1 GB80
Llama3 8B Special Dark RP21024K / 16.1 GB131
Llama3 8B Special Dark V3.1.2a1024K / 16.1 GB140
Llama3 8B Special Dark V3.1.1t1024K / 16.1 GB150
Llama3 8B Special Dark RP11024K / 16.1 GB120
Llama3 8B Special Dark V3.1.2B1024K / 16.1 GB60
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

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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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v2024072803