Gemma 2 27B Bnb 4bit by unsloth

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Gemma 2 27B Bnb 4bit Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Gemma 2 27B Bnb 4bit (unsloth/gemma-2-27b-bnb-4bit)

Gemma 2 27B Bnb 4bit Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research, commercial applications
Applications:
finetuning models
Primary Use Cases:
finetuning to improve performance or reduce memory usage
Input Output 
Accepted Modalities:
text
Performance Tips:
Using the Unsoth method allows for faster processing and reduced memory usage.
LLM NameGemma 2 27B Bnb 4bit
Repository ๐Ÿค—https://huggingface.co/unsloth/gemma-2-27b-bnb-4bit 
Model Size27b
Required VRAM15.8 GB
Updated2025-02-14
Maintainerunsloth
Model Typegemma2
Model Files  7.9 GB: 1-of-2   7.9 GB: 2-of-2
Supported Languagesen
Quantization Type4bit
Model ArchitectureGemma2ForCausalLM
Licensegemma
Context Length8192
Model Max Length8192
Transformers Version4.44.2
Tokenizer ClassGemmaTokenizer
Padding Token<pad>
Vocabulary Size256000
Torch Data Typebfloat16

Quantized Models of the Gemma 2 27B Bnb 4bit

Model
Likes
Downloads
VRAM
GEMMA2 27B NLI 16bit0954 GB

Best Alternatives to Gemma 2 27B Bnb 4bit

Best Alternatives
Context / RAM
Downloads
Likes
Gemma 2 27B It 4bit8K / 15.3 GB1287368
Gemma 2 27B It Bnb 4bit8K / 15.8 GB558312
Gemma2 Mixed Therapy Ft8K / 15.8 GB111
GEMMA2 27B NLI 16bit8K / 54.7 GB90
Gemma 2 27B It 8bit8K / 28.8 GB17510
Gemma 2 27B 8bit8K / 28.8 GB492
Gemma 2 27B It 4bit8K / 15.8 GB293
Gemma 2 27B 4bit8K / 15.3 GB410
SystemGemma2 27B It32K / 54.7 GB961
SystemGemma2 27B It32K / 54.7 GB473
Note: green Score (e.g. "73.2") means that the model is better than unsloth/gemma-2-27b-bnb-4bit.

Rank the Gemma 2 27B Bnb 4bit 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 v20241227