Orca Alpaca 3B by pankajmathur

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  Arxiv:2306.02707   Autotrain compatible   Dataset:psmathur/alpaca orca   En   Endpoints compatible   Llama   Pytorch   Region:us   Safetensors   Sharded   Tensorflow

Orca Alpaca 3b Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Orca Alpaca 3B (pankajmathur/orca_alpaca_3b)

Orca Alpaca 3B Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research, commercial applications
Applications:
text generation
Primary Use Cases:
instruction following, task completion
Limitations:
Limited to the data used in training
Considerations:
Think step-by-step and justify steps during task completion
Additional Notes 
I am #opentowork and #collaboration, if you can help, reach out at www.linkedin.com/in/pankajam
Supported Languages 
en (native)
Training Details 
Data Sources:
Alpaca dataset, Orca Research Paper dataset
Data Volume:
~52K data points
Methodology:
Explain tuned using custom datasets from Orca paper
Context Length:
1024
Training Time:
20 hours
Hardware Used:
4 x A600 (50G) GPUs
Input Output 
Input Format:
text strings with system, instruction, and optional input
Accepted Modalities:
text
Output Format:
generated text
Performance Tips:
Consider using better GPUs for improved performance
LLM NameOrca Alpaca 3b
Repository ๐Ÿค—https://huggingface.co/pankajmathur/orca_alpaca_3b 
Model Size3b
Required VRAM13.7 GB
Updated2025-01-16
Maintainerpankajmathur
Model Typellama
Model Files  5.0 GB: 1-of-3   5.0 GB: 2-of-3   3.7 GB: 3-of-3   5.0 GB: 1-of-3   5.0 GB: 2-of-3   3.7 GB: 3-of-3
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensecc-by-nc-sa-4.0
Context Length2048
Model Max Length2048
Transformers Version4.29.1
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than pankajmathur/orca_alpaca_3b.

Rank the Orca Alpaca 3B Capabilities

๐Ÿ†˜ 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! ๐ŸŒŸ

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