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RYS Llama 3 Huge Instruct by dnhkng

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RYS Llama 3 Huge Instruct is an open-source language model by dnhkng. Features: 99.6b LLM, VRAM: 198GB, Context: 8K, License: mit, Instruction-Based, LLM Explorer Score: 0.25.

  Instruct   Llama   Model-index   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/dnhkng/RYS-Llama-3-Huge-Instruct 

RYS Llama 3 Huge Instruct Benchmarks

MMLU Pro: 45.66
GPQA: 1.45
MUSR: 11.93
BBH: 49.07
IFEval: 76.86 vs 88 (so35)-12.7%
MATH Lvl 5: 22.89
LLME Score: 0.24757
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
RYS Llama 3 Huge Instruct (dnhkng/RYS-Llama-3-Huge-Instruct)
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RYS Llama 3 Huge Instruct Parameters and Internals

Model Type 
text-generation
Additional Notes 
This is a new kind of model optimization. Model usage with Transformers AutoModelForCausalLM is provided. Averages across various benchmarks are given as well.
LLM NameRYS Llama 3 Huge Instruct
Repository 🤗https://huggingface.co/dnhkng/RYS-Llama-3-Huge-Instruct 
Model Size99.6b
Required VRAM198 GB
Updated2026-04-09
Maintainerdnhkng
Model Typellama
Instruction-BasedYes
Model Files  5.1 GB: 1-of-39   5.1 GB: 2-of-39   5.1 GB: 3-of-39   5.1 GB: 4-of-39   5.1 GB: 5-of-39   5.1 GB: 6-of-39   5.1 GB: 7-of-39   5.1 GB: 8-of-39   5.1 GB: 9-of-39   5.1 GB: 10-of-39   5.1 GB: 11-of-39   5.1 GB: 12-of-39   5.1 GB: 13-of-39   5.1 GB: 14-of-39   5.1 GB: 15-of-39   5.1 GB: 16-of-39   5.1 GB: 17-of-39   5.1 GB: 18-of-39   5.1 GB: 19-of-39   5.1 GB: 20-of-39   5.1 GB: 21-of-39   5.1 GB: 22-of-39   5.1 GB: 23-of-39   5.1 GB: 24-of-39   5.1 GB: 25-of-39   5.1 GB: 26-of-39   5.1 GB: 27-of-39   5.1 GB: 28-of-39   5.1 GB: 29-of-39   5.1 GB: 30-of-39   5.1 GB: 31-of-39   5.1 GB: 32-of-39   5.1 GB: 33-of-39   5.1 GB: 34-of-39   5.1 GB: 35-of-39   5.1 GB: 36-of-39   5.1 GB: 37-of-39   5.1 GB: 38-of-39   4.2 GB: 39-of-39
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length8192
Model Max Length8192
Transformers Version4.40.0.dev0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typebfloat16

Rank the RYS Llama 3 Huge Instruct 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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