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Llama3 8B ORPO by snowfly

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  Autotrain compatible   Conversational Dataset:mlabonne/orpo-dpo-mix-...   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/snowfly/llama3-8B-ORPO 

Llama3 8B ORPO Benchmarks

LLME Score: 0.19306
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama3 8B ORPO (snowfly/llama3-8B-ORPO)

Llama3 8B ORPO Parameters and Internals

Model Type 
text generation
Additional Notes 
Training was limited by GPU memory, resulting in smaller batch processing.
Supported Languages 
en (unknown)
Training Details 
Data Sources:
mlabonne/orpo-dpo-mix-40k
Data Volume:
10000 samples
Methodology:
Trained using ORPO with a focus on improving instruction fine-tuning leveraging RL from human feedback
Training Time:
72 hours on full dataset for 3 epochs, current only 1 epoch on subset
Hardware Used:
RTX 4090, 24GB
Input Output 
Accepted Modalities:
text
Output Format:
text
Performance Tips:
Larger GPU memory may stabilize training loss graphs.
LLM NameLlama3 8B ORPO
Repository 🤗https://huggingface.co/snowfly/llama3-8B-ORPO 
Model Size8b
Required VRAM16.1 GB
Updated2025-02-22
Maintainersnowfly
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
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.41.2
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|im_end|>
Vocabulary Size128258
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than snowfly/llama3-8B-ORPO.

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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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