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Llama 3 8B Instruct Bnb 4bit by unsloth

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Model Card on HF 🤗: https://huggingface.co/unsloth/llama-3-8b-Instruct-bnb-4bit 

Llama 3 8B Instruct Bnb 4bit Benchmarks

MMLU Pro: 19.98
GPQA: 2.68
MUSR: 5.49
BBH: 19.08
IFEval: 54.55 vs 88 (so35)-38%
MATH Lvl 5: 3.55
LLME Score: 0.33399
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3 8B Instruct Bnb 4bit (unsloth/llama-3-8b-Instruct-bnb-4bit)

Llama 3 8B Instruct Bnb 4bit Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
commercial, research
Applications:
assistant-like chat, natural language generation tasks
Primary Use Cases:
Instruction tuned models for dialogue, Pretrained models for various text tasks
Limitations:
Use violating laws or policies, Use in non-English languages without compliance
Supported Languages 
en (full support)
Training Details 
Data Sources:
publicly available online data
Data Volume:
15 trillion tokens
Methodology:
supervised fine-tuning (SFT) and reinforcement learning with human feedback (RLHF)
Context Length:
8000
Hardware Used:
Meta's Research SuperCluster, H100-80GB GPU
Model Architecture:
auto-regressive language model with an optimized transformer architecture
Safety Evaluation 
Methodologies:
red teaming, adversarial evaluations
Findings:
reduced residual risks with safety tools, improved refusal rates to benign prompts
Risk Categories:
misinformation, child safety, cybersecurity
Ethical Considerations:
Emphasis on responsible deployment and safety best practices
Responsible Ai Considerations 
Accountability:
Meta
Mitigation Strategies:
Provides tools like Meta Llama Guard 2 and Code Shield for developers
Input Output 
Input Format:
text
Accepted Modalities:
text
Output Format:
text and code
Release Notes 
Version:
3.0
Date:
April 18, 2024
Notes:
Initial release of Llama 3 family models
LLM NameLlama 3 8B Instruct Bnb 4bit
Repository 🤗https://huggingface.co/unsloth/llama-3-8b-Instruct-bnb-4bit 
Base Model(s)  meta-llama/Llama-3-8B-Instruct   meta-llama/Llama-3-8B-Instruct
Model Size8b
Required VRAM5.7 GB
Updated2024-12-30
Maintainerunsloth
Model Typellama
Instruction-BasedYes
Model Files  5.7 GB
Supported Languagesen
Quantization Type4bit
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.44.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|reserved_special_token_250|>
Vocabulary Size128256
Torch Data Typebfloat16

Quantized Models of the Llama 3 8B Instruct Bnb 4bit

Model
Likes
Downloads
VRAM
...B Instruct Bnb 4bit 24 1 100 102716 GB
...nd Llama3 8B Unsloth V2 Merged03816 GB
...3 8B Unsloth V4 One DPO Merged03616 GB
...lama3 8B Unsloth V4 One Merged03716 GB
Llama 3 Orpo V1 Merged 16bit11916 GB
Greesychat Turbo021316 GB
Llama 3 8B Instruct Coder5218416 GB
... 1 And 2 Corect Unsloth Merged01716 GB
Llama 3 8B StoryGenerator236416 GB
Llama 3 Petro Instruct V112316 GB

Best Alternatives to Llama 3 8B Instruct Bnb 4bit

Best Alternatives
Context / RAM
Downloads
Likes
...B Instruct Gradient 1048K 4bit1024K / 4.5 GB222
...B Instruct Gradient 1048K 8bit1024K / 8.6 GB171
...truct Gradient 1048K Bpw6 EXL21024K / 6.7 GB72
...truct Gradient 1048K Bpw5 EXL21024K / 5.8 GB70
Llama 3 8B Instruct 1048K 4bit1024K / 4.5 GB1325
Llama 3 8B Instruct 1048K 8bit1024K / 8.6 GB3617
... Gradient 1048K 8.0bpw H8 EXL21024K / 8.6 GB93
...ct Gradient 1048K Bpw2.25 EXL21024K / 3.4 GB81
...B Instruct 262k V2 EXL2 8.0bpw256K / 8.4 GB320
Llama 3 8B Instruct 262K 2bit256K / 2.5 GB141

Rank the Llama 3 8B Instruct 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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Release v20241227
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