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Blackjack Llama3 21B by sydonayrex

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  Autotrain compatible   Conversational Dataset:doctor-shotgun/capybar...   En   Endpoints compatible   Llama   Region:us   Safetensors   Sft   Sharded   Tensorflow   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/sydonayrex/Blackjack-Llama3-21B 

Blackjack Llama3 21B Benchmarks

LLME Score: 0.1951
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Blackjack Llama3 21B (sydonayrex/Blackjack-Llama3-21B)

Blackjack Llama3 21B Parameters and Internals

Model Type 
text generation
Additional Notes 
Only minor follow-up inference testing was done after training. Model was developed using the Unsloth library for optimization.
Supported Languages 
en (proficient)
Training Details 
Methodology:
Multi-layered folded model using task arithmetic and further fine-tuning.
Training Time:
2x faster with Unsloth and Huggingface's TRL library
Model Architecture:
Derived from Llama3 8B Instruct base and increased using mergekit.
LLM NameBlackjack Llama3 21B
Repository 🤗https://huggingface.co/sydonayrex/Blackjack-Llama3-21B 
Base Model(s)  sydonayrex/AI-Llama3-21B   sydonayrex/AI-Llama3-21B
Model Size21b
Required VRAM42.6 GB
Updated2025-02-22
Maintainersydonayrex
Model Typellama
Model Files  5.0 GB: 1-of-9   5.0 GB: 2-of-9   4.9 GB: 3-of-9   5.0 GB: 4-of-9   4.9 GB: 5-of-9   4.9 GB: 6-of-9   5.0 GB: 7-of-9   4.9 GB: 8-of-9   3.0 GB: 9-of-9
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length8192
Model Max Length8192
Transformers Version4.41.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|reserved_special_token_250|>
Vocabulary Size128256
Torch Data Typebfloat16

Rank the Blackjack Llama3 21B 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
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