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Llama21 by kevin009

 »  All LLMs  »  kevin009  »  Llama21   URL Share it on

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  4bit   Autotrain compatible Base model:finetune:unsloth/ll... Base model:unsloth/llama-3-8b-...   En   Endpoints compatible   Llama   Lora   Orpo   Quantized   Region:us   Safetensors   Sharded   Tensorflow   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/kevin009/llama21 

Llama21 Benchmarks

LLME Score: 0.17614
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
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Llama21 Parameters and Internals

Model Type 
text-generation-inference, transformers, unsloth, llama, trl, orpo
Additional Notes 
This llama model was trained 2x faster.
Training Details 
Methodology:
Trained 2x faster with Unsloth and Huggingface's TRL library.
LLM NameLlama21
Repository 🤗https://huggingface.co/kevin009/llama21 
Base Model(s)  Llama 3 8B Bnb 4bit   unsloth/llama-3-8b-bnb-4bit
Model Size8b
Required VRAM16.1 GB
Updated2025-06-09
Maintainerkevin009
Model Files  0.2 GB   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
Quantization Type4bit
Model ArchitectureAutoModelForCausalLM
Licenseapache-2.0
Model Max Length8192
Is Biasednone
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|reserved_special_token_250|>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesup_proj|gate_proj|q_proj|o_proj|v_proj|down_proj|k_proj
LoRA Alpha16
LoRA Dropout0
R Param16
Llama21 (kevin009/llama21)

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Context / RAM
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LLAMA3 Vuln Detection0K / 0.2 GB90
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Model Name0K / 16.1 GB100
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Llama300K / 16.1 GB100
AI Train Repo0K / 5.8 GB110
Note: green Score (e.g. "73.2") means that the model is better than kevin009/llama21.

Rank the Llama21 Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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 v20241124
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