Llama 3.1 Storm 8B by unsloth

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  Arxiv:1803.05457   Arxiv:2109.07958   Arxiv:2210.09261   Arxiv:2310.16049   Arxiv:2311.07911   Arxiv:2311.12022   Arxiv:2406.01574   Arxiv:2406.06623   Autotrain compatible Base model:finetune:meta-llama... Base model:meta-llama/llama-3....   Conversational   En   Endpoints compatible   Facebook   Llama   Llama-3   Meta   Region:us   Safetensors   Sharded   Tensorflow   Unsloth

Llama 3.1 Storm 8B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3.1 Storm 8B (unsloth/Llama-3.1-Storm-8B)

Llama 3.1 Storm 8B Parameters and Internals

Model Type 
text generation, function calling
Use Cases 
Areas:
generalist applications, conversational AI, function calling
Applications:
AI development with limited resources, improved instruction-following and QA
Primary Use Cases:
Instruction-following, Knowledge-driven QA, Reasoning, Truthful answer generation, Function calling
Additional Notes 
The model supports integration with libraries like Transformers, vLLM, and LitGPT.
Supported Languages 
en (English)
Training Details 
Data Sources:
Open-source examples
Data Volume:
1 million high-quality selected examples
Methodology:
Spectrum-based targeted fine-tuning with 50% of layers frozen, SLERP method for model merging
Model Architecture:
Llama
Input Output 
Input Format:
text prompts
Accepted Modalities:
text
Output Format:
text responses
Release Notes 
Version:
BF16
Notes:
Llama-3.1-Storm-8B base version
Version:
FP8
Notes:
Llama-3.1-Storm-8B-FP8-Dynamic variant
Version:
GGUF
Notes:
Llama-3.1-Storm-8B-GGUF format
LLM NameLlama 3.1 Storm 8B
Repository ๐Ÿค—https://huggingface.co/unsloth/Llama-3.1-Storm-8B 
Base Model(s)  meta-llama/Meta-Llama-3.1-8B   meta-llama/Meta-Llama-3.1-8B
Model Size8b
Required VRAM16.1 GB
Updated2025-02-05
Maintainerunsloth
Model Typellama
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama3.1
Context Length131072
Model Max Length131072
Transformers Version4.44.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|finetune_right_pad_id|>
Vocabulary Size128256
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than unsloth/Llama-3.1-Storm-8B.

Rank the Llama 3.1 Storm 8B 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