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Llama 2 13B Longlora 64K by Yukang

 »  All LLMs  »  Yukang  »  Llama 2 13B Longlora 64K   URL Share it on

  1783   
  Arxiv:2309.12307   Autotrain compatible   Endpoints compatible   Llama   Lora   Region:us
Model Card on HF 🤗: https://huggingface.co/Yukang/Llama-2-13b-longlora-64k 

Llama 2 13B Longlora 64K Benchmarks

LLME Score: 0.14956
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 2 13B Longlora 64K (Yukang/Llama-2-13b-longlora-64k)

Llama 2 13B Longlora 64K Parameters and Internals

Model Type 
Language Model, Text Generation
Additional Notes 
LongLoRA extends models' context while retaining their original architectures, and is compatible with most existing techniques.
Training Details 
Data Sources:
LongQA dataset
Methodology:
Improved fine-tuning using sparse local attention and LoRA for context extension
Hardware Used:
8x A100 machine
Model Architecture:
Retains original architecture, compatible with techniques like FlashAttention-2
Release Notes 
Version:
1.0
Date:
2023
Notes:
Efficient fine-tuning approach using sparse local attention and improved LoRA.
LLM NameLlama 2 13B Longlora 64K
Repository 🤗https://huggingface.co/Yukang/Llama-2-13b-longlora-64k 
Model Size13b
Required VRAM0.1 GB
Updated2025-02-22
MaintainerYukang
Model Files  0.1 GB   0.7 GB
Model ArchitectureAutoModelForCausalLM
Is Biasednone
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesq_proj|k_proj|v_proj|o_proj
LoRA Alpha16
LoRA Dropout0
R Param8

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Note: green Score (e.g. "73.2") means that the model is better than Yukang/Llama-2-13b-longlora-64k.

Rank the Llama 2 13B Longlora 64K 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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