Meta Llama 3 8B 4bit by ibibek

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Meta Llama 3 8B 4bit Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Meta Llama 3 8B 4bit (ibibek/Meta-Llama-3-8B-4bit)

Meta Llama 3 8B 4bit Parameters and Internals

Model Type 
text generation, dialogue use cases
Use Cases 
Areas:
Commercial, Research
Applications:
Assistant-like chat, Natural language generation tasks
Primary Use Cases:
Chat models, Instruction tuned applications
Limitations:
Limited to English use, Out-of-scope for legal violations
Considerations:
Developers may fine-tune for languages beyond English.
Supported Languages 
English (high)
Training Details 
Data Sources:
Publicly available online data, Publicly available instruction datasets, Human-annotated examples
Data Volume:
15 trillion tokens for pretraining, 10 million human-annotated examples for fine-tuning
Methodology:
Supervised fine-tuning, Reinforcement Learning with Human Feedback (RLHF)
Context Length:
8000
Hardware Used:
H100-80GB GPUs
Model Architecture:
Optimized transformer architecture with Grouped-Query Attention (GQA)
Safety Evaluation 
Methodologies:
Red-teaming exercises, Adversarial evaluations, Safety mitigations
Findings:
Model is less likely to falsely refuse prompts than Llama 2
Risk Categories:
Misuse, Critical risks, such as CBRNE, Cybersecurity, Child Safety
Ethical Considerations:
Developers should implement safety best practices and assess residual risks.
Responsible Ai Considerations 
Fairness:
Model is designed to be open, inclusive, and helpful.
Transparency:
Encourages community collaboration for transparency and safety
Accountability:
Developers responsible for appropriate use and safety evaluations.
Mitigation Strategies:
Purple Llama tools and Llama Guard safeguard measures are provided.
Input Output 
Input Format:
Text
Accepted Modalities:
text
Output Format:
Text and code
LLM NameMeta Llama 3 8B 4bit
Repository ๐Ÿค—https://huggingface.co/ibibek/Meta-Llama-3-8B-4bit 
Base Model(s)  Omost Llama 3 8B 4bits   lllyasviel/omost-llama-3-8b-4bits
Model Size8b
Required VRAM5.8 GB
Updated2025-02-22
Maintaineribibek
Model Typellama
Model Files  4.7 GB: 1-of-2   1.1 GB: 2-of-2
Supported Languagesen
Quantization Type4bit
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length8192
Model Max Length8192
Transformers Version4.38.1
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than ibibek/Meta-Llama-3-8B-4bit.

Rank the Meta Llama 3 8B 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