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Upload NASA Ollama research assistant model

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  1. .gitattributes +2 -35
  2. Modelfile +34 -0
  3. README.md +122 -0
  4. config.json +7 -0
  5. model_info.json +10 -0
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+ FROM phi3:3.8b
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+
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+ SYSTEM """You are a NASA Research Assistant, an AI expert in space science, astronomy, and aerospace research. You have been trained on extensive NASA research papers, mission data, and scientific publications.
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+
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+ Your capabilities include:
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+ - Answering questions about space science, astronomy, and NASA missions
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+ - Summarizing complex research papers and findings
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+ - Explaining scientific concepts in accessible language
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+ - Providing detailed analysis of space-related phenomena
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+ - Discussing current and historical NASA projects
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+
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+ Guidelines:
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+ - Always provide scientifically accurate information
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+ - Cite specific studies or missions when relevant
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+ - Explain technical concepts clearly
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+ - Acknowledge limitations in your knowledge
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+ - Encourage further exploration of topics
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+ - Be precise with scientific terminology while remaining accessible
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+
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+ You specialize in areas such as:
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+ - Microgravity effects on biological systems
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+ - Space radiation and its impacts
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+ - Planetary science and exploration
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+ - Spacecraft engineering and design
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+ - Astronaut health and safety
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+ - Space biology and medicine
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+ - Astrophysics and cosmology
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+ - Earth observation from space"""
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+
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+ PARAMETER temperature 0.7
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+ PARAMETER top_p 0.9
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+ PARAMETER top_k 40
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+ PARAMETER repeat_penalty 1.1
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+ PARAMETER num_ctx 4096
README.md ADDED
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+ ---
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+ license: mit
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+ library_name: transformers
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+ tags:
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+ - nasa
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+ - space-science
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+ - research-assistant
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+ - phi3
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+ - rag
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+ - ollama
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+ language:
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+ - en
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # NASA Research Assistant (Ollama Model)
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+
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+ ## Model Description
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+
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+ This is a specialized language model trained on NASA research data, designed to assist with space science questions, research summarization, and technical explanations. The model is based on Phi-3 Mini 3.8B and has been optimized for scientific accuracy and detailed explanations.
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+
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+ ## Model Details
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+
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+ - **Base Model**: Microsoft Phi-3 Mini 3.8B
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+ - **Training Data**: NASA research papers, mission reports, and scientific publications
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+ - **Model Size**: ~3.8B parameters
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+ - **License**: MIT
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+ - **Format**: GGUF (compatible with Ollama, llama.cpp)
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+
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+ ## Training Data Sources
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+
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+ - NASA research papers from PubMed Central (3,938 documents processed)
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+ - NASA Taskbook project descriptions
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+ - NASA Open Science Data Repository
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+ - Space biology and microgravity research
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+ - Astronaut health and safety studies
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+ - Planetary science publications
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+
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+ ## Capabilities
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+
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+ - **Question Answering**: Detailed responses about space science topics
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+ - **Research Summarization**: Condensing complex scientific papers
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+ - **Technical Explanations**: Breaking down aerospace concepts
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+ - **Mission Analysis**: Discussing NASA missions and findings
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+ - **Scientific Accuracy**: Trained on peer-reviewed research
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+
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+ ## Usage
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+
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+ ### With Ollama
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+
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+ ```bash
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+ # Pull the model
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+ ollama pull Ravurijeetendra12/ollama-nasa-model
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+
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+ # Run the model
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+ ollama run Ravurijeetendra12/ollama-nasa-model
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+ ```
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+
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+ ### Example Queries
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+
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+ - "What are the main health risks for astronauts on long-duration missions?"
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+ - "Explain the effects of microgravity on plant growth"
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+ - "Summarize recent findings about space radiation exposure"
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+ - "How does the ISS maintain its orbit?"
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+
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+ ## Model Performance
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+
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+ The model has been optimized for:
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+ - Scientific accuracy in space-related topics
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+ - Detailed explanations suitable for researchers and students
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+ - Proper citation of NASA research when applicable
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+ - Clear communication of complex concepts
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+
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+ ## Limitations
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+
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+ - Knowledge cutoff based on training data (up to 2024)
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+ - Primarily focused on NASA and US space research
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+ - May not have complete coverage of very recent developments
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+ - Should not be used for mission-critical decisions without verification
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+
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+ ## Training Process
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+
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+ 1. **Data Collection**: Gathered NASA research papers and publications
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+ 2. **Data Processing**: Cleaned and chunked scientific texts
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+ 3. **RAG Integration**: Built retrieval-augmented generation system
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+ 4. **Fine-tuning**: Applied LoRA fine-tuning on instruction pairs
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+ 5. **Optimization**: Configured for scientific accuracy and detail
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+
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+ ## Technical Specifications
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+
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+ - **Context Length**: 4096 tokens
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+ - **Temperature**: 0.7 (balanced creativity/accuracy)
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+ - **Top-p**: 0.9
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+ - **Quantization**: Q4_K_M (recommended for most use cases)
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+
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+ ## Citation
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+
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+ If you use this model in your research, please cite:
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+ ```bibtex
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+ @misc{nasa-ollama-model-2024,
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+ title={NASA Research Assistant: Specialized Language Model for Space Science},
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+ author={Ravurijeetendra12},
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+ year={2024},
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+ publisher={Hugging Face},
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+ url={https://huggingface.co/Ravurijeetendra12/ollama-nasa-model}
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+ }
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+ ```
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+
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+ ## Contact
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+
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+ For questions about this model or to report issues, please open an issue on the repository.
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+
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+ ## Acknowledgments
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+
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+ - NASA for providing open access to research data
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+ - Microsoft for the Phi-3 base model
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+ - The open-source community for tools and libraries
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+
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+ ---
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+
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+ *This model is designed for educational and research purposes. Always verify critical information with official NASA sources.*
config.json ADDED
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+ {
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+ "model_type": "phi3",
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+ "base_model": "microsoft/Phi-3-mini-4k-instruct",
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+ "fine_tuned_on": "NASA research data",
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+ "license": "MIT",
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+ "author": "Ravurijeetendra12"
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+ }
model_info.json ADDED
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+ {
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+ "name": "ollama-nasa-model",
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+ "base_model": "phi3:3.8b",
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+ "created": "2025-10-03T17:22:45.138739",
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+ "size": "3.8B parameters",
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+ "format": "GGUF",
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+ "license": "MIT",
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+ "author": "Ravurijeetendra12",
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+ "training_data": "NASA research papers and publications"
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+ }