Llama 3.2 3B by meta-llama

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Model Card on HF ๐Ÿค—: https://huggingface.co/meta-llama/Llama-3.2-3B 

Llama 3.2 3B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3.2 3B (meta-llama/Llama-3.2-3B)

Llama 3.2 3B Parameters and Internals

Model Type 
text generation, text summarization, multilingual
Use Cases 
Areas:
commercial, research
Applications:
knowledge retrieval, summarization, writing assistants, query and prompt rewriting
Primary Use Cases:
assistant chat, agentic applications
Limitations:
Use beyond supported languages without compliance with license, Violation of Acceptable Use Policy, Illegal activities
Considerations:
Encourage responsible use.
Additional Notes 
Initial release for commercial and research purposes.
Supported Languages 
en (English), de (German), fr (French), it (Italian), pt (Portuguese), hi (Hindi), es (Spanish), th (Thai)
Training Details 
Data Volume:
9 trillion tokens
Methodology:
Supervised Fine-Tuning (SFT), Rejection Sampling (RS), Direct Preference Optimization (DPO).
Context Length:
128000
Training Time:
916k GPU hours
Hardware Used:
H100-80GB GPUs
Model Architecture:
Optimized transformer architecture with autoregressive language model.
Safety Evaluation 
Methodologies:
Red teaming, Safety fine-tuning
Findings:
N/A
Risk Categories:
CBRNE
Responsible Ai Considerations 
Mitigation Strategies:
System safeguards include Llama Guard, Prompt Guard, and Code Shield.
Input Output 
Input Format:
Multilingual Text
Accepted Modalities:
text
Output Format:
Multilingual Text and code
LLM NameLlama 3.2 3B
Repository ๐Ÿค—https://huggingface.co/meta-llama/Llama-3.2-3B 
Model Size3b
Required VRAM6.5 GB
Updated2024-12-21
Maintainermeta-llama
Model Typellama
Model Files  5.0 GB: 1-of-2   1.5 GB: 2-of-2
Supported Languagesen de fr it pt hi es th
Model ArchitectureLlamaForCausalLM
Licensellama3.2
Context Length131072
Model Max Length131072
Transformers Version4.45.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typebfloat16

Quantized Models of the Llama 3.2 3B

Model
Likes
Downloads
VRAM
Llama 3.2 3B Bnb 4bit7460012 GB
Llama 3.2 3B GGUF811202 GB
Llm 3 2 Flux Prompt63046 GB

Best Alternatives to Llama 3.2 3B

Best Alternatives
Context / RAM
Downloads
Likes
Llama 3.2 3B Instruct128K / 6.5 GB2165514808
Hermes 3 Llama 3.2 3B128K / 6.5 GB842797
Llama 3.2 Korean Bllossom 3B128K / 6.5 GB82353130
Calme 3.1 Llamaloi 3B128K / 10.6 GB28911
Llama 3.2 3B Instruct128K / 6.4 GB6393735
Llama Song Stream 3B Instruct128K / 6.5 GB299
Llama Chat Summary 3.2 3B128K / 6.5 GB577
...lama 3.2 Rabbit Ko 3B Instruct128K / 6.5 GB15538
Llama 3.2 3B Instruct128K / 6.5 GB554272
SummLlama3.2 3B128K / 6.5 GB482135
Note: green Score (e.g. "73.2") means that the model is better than meta-llama/Llama-3.2-3B.

Rank the Llama 3.2 3B 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 v20241217