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56 lines
3.1 KiB
Markdown
56 lines
3.1 KiB
Markdown
# PharmaQuery
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## Overview
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PharmaQuery is an advanced Pharmaceutical Insight Retrieval System designed to help users gain meaningful insights from research papers and documents in the pharmaceutical domain.
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## PharmaQuery Architecture
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## Features
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- **Natural Language Querying**: Ask complex questions about the pharmaceutical industry and get concise, accurate answers.
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- **Custom Database**: Upload your own research documents to enhance the retrieval system's knowledge base.
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- **Similarity Search**: Retrieves the most relevant documents for your query using AI embeddings.
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- **Streamlit Interface**: User-friendly interface for queries and document uploads.
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## Technologies Used
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- **Programming Language**: [Python 3.10+](https://www.python.org/downloads/release/python-31011/)
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- **Framework**: [LangChain](https://www.langchain.com/)
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- **Database**: [ChromaDB](https://www.trychroma.com/)
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- **Models**:
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- Embeddings: [Google Gemini API (embedding-001)](https://ai.google.dev/gemini-api/docs/embeddings)
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- Chat: [Google Gemini API (gemini-1.5-pro)](https://ai.google.dev/gemini-api/docs/models/gemini#gemini-1.5-pro)
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- **PDF Processing**: [PyPDFLoader](https://python.langchain.com/docs/integrations/document_loaders/pypdfloader/)
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- **Document Splitter**: [SentenceTransformersTokenTextSplitter](https://python.langchain.com/api_reference/text_splitters/sentence_transformers/langchain_text_splitters.sentence_transformers.SentenceTransformersTokenTextSplitter.html)
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## Requirements
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1. **Install Dependencies**:
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```bash
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pip install -r requirements.txt
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```
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2. **Set Up Environment Variables**:
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Create a `.env` file in the project root directory with the following variables:
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```bash
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GOOGLE_API_KEY="your_google_gemini_api_key"
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```
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`Note:` Replace `your_google_gemini_api_key` with actual key.
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3. **Run the Application**:
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```bash
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streamlit run app.py
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```
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4. **Use the Application**:
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- Enter your query in the main interface.
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- Optionally, upload research papers in the sidebar to enhance the database.
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## :mailbox: Connect With Me
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<img align="right" src="https://media.giphy.com/media/2HtWpp60NQ9CU/giphy.gif" alt="handshake gif" width="150">
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<p align="left">
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<a href="https://linkedin.com/in/codewithcharan" target="blank"><img align="center" src="https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/linked-in-alt.svg" alt="codewithcharan" height="30" width="40" style="margin-right: 10px" /></a>
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<a href="https://instagram.com/joyboy._.ig" target="blank"><img align="center" src="https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/instagram.svg" alt="__mr.__.unique" height="30" width="40" /></a>
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<a href="https://twitter.com/Joyboy_x_" target="blank"><img align="center" src="https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/twitter.svg" alt="codewithcharan" height="30" width="40" style="margin-right: 10px" /></a>
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</p> |