MobileLLM 1B by facebook

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  Arxiv:2402.14905   Autotrain compatible   Custom code   Mobilellm   Pytorch   Region:us
Model Card on HF ๐Ÿค—: https://huggingface.co/facebook/MobileLLM-1B 

MobileLLM 1B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MobileLLM 1B (facebook/MobileLLM-1B)

MobileLLM 1B Parameters and Internals

Model Type 
auto-regressive language model
Use Cases 
Areas:
on-device applications
Primary Use Cases:
Zero-shot common sense reasoning tasks
Additional Notes 
MobileLLM integrated several key techniques such as SwiGLU activation function, deep and thin architectures, embedding sharing, and grouped-query attention.
Training Details 
Data Sources:
Publicly available online data.
Data Volume:
1T tokens
Context Length:
2000
Hardware Used:
32 NVIDIA A100 80G GPUs
Model Architecture:
MobileLLM is an auto-regressive language model leveraging an optimized transformer architecture with techniques such as SwiGLU activation function, deep and thin architectures, embedding sharing, and grouped-query attention.
Input Output 
Input Format:
Text
Accepted Modalities:
Text
Output Format:
Text
LLM NameMobileLLM 1B
Repository ๐Ÿค—https://huggingface.co/facebook/MobileLLM-1B 
Model Size1b
Required VRAM2.1 GB
Updated2025-02-22
Maintainerfacebook
Model Typemobilellm
Model Files  2.1 GB   2.1 GB
Model ArchitectureMobileLLMForCausalLM
Licensecc-by-nc-4.0
Context Length2048
Model Max Length2048
Transformers Version4.41.2
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typefloat16

Rank the MobileLLM 1B 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