Airoboros Mpt 30B Gpt4 1p4 Five Epochs by jondurbin

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  Autotrain compatible   Custom code Dataset:jondurbin/airoboros-gp...   Endpoints compatible   Mpt   Pytorch   Region:us   Sharded

Airoboros Mpt 30B Gpt4 1p4 Five Epochs Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Airoboros Mpt 30B Gpt4 1p4 Five Epochs (jondurbin/airoboros-mpt-30b-gpt4-1p4-five-epochs)

Airoboros Mpt 30B Gpt4 1p4 Five Epochs Parameters and Internals

Model Type 
text generation
Additional Notes 
This model extends from the GPT-4 series with additional features like multi-character conversations and more coding examples, but faced challenges in quality compared to similar models.
Supported Languages 
languages (10 languages), source (RosettaCode.org)
Training Details 
Data Sources:
jondurbin/airoboros-gpt4-1.4
Methodology:
Fine-tuning with QLoRA on MPT-30B base model
Input Output 
Input Format:
JSONL for instructions and responses
Accepted Modalities:
text
Output Format:
Text
Performance Tips:
Set gradient accumulation steps to 1 due to potential bug.
LLM NameAiroboros Mpt 30B Gpt4 1p4 Five Epochs
Repository ๐Ÿค—https://huggingface.co/jondurbin/airoboros-mpt-30b-gpt4-1p4-five-epochs 
Model Size30b
Required VRAM60.1 GB
Updated2024-12-22
Maintainerjondurbin
Model Typempt
Model Files  9.8 GB: 1-of-7   9.9 GB: 2-of-7   9.9 GB: 3-of-7   9.9 GB: 4-of-7   9.9 GB: 5-of-7   9.9 GB: 6-of-7   0.8 GB: 7-of-7
Model ArchitectureMPTForCausalLM
Licenseother
Model Max Length8192
Transformers Version4.31.0.dev0
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50432
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than jondurbin/airoboros-mpt-30b-gpt4-1p4-five-epochs.

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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 v20241217