https://github.com/arush-codes/giffysearch

An ai app to search gifs based on the semantic meaning🌟
https://github.com/arush-codes/giffysearch

ai gif-search nlp pinecone semantic-search sentence-transformers streamlit

Last synced: about 1 month ago
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An ai app to search gifs based on the semantic meaning🌟

• Host: GitHub
• URL: https://github.com/arush-codes/giffysearch
• Owner: aRUsh-codes
• License: apache-2.0
• Created: 2024-07-25T10:00:30.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2024-07-26T07:36:41.000Z (5 months ago)
• Last Synced: 2024-07-27T06:59:16.324Z (5 months ago)
• Topics: ai, gif-search, nlp, pinecone, semantic-search, sentence-transformers, streamlit
• Language: Jupyter Notebook
• Homepage: https://giffysearch.streamlit.app/
• Size: 110 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# GiffySearch 🌟

Welcome to the GiffySearch, a GIF Semantic Search repository! 🚀 This project enables you to search for GIFs based on their meaning through a powerful combination of advanced technologies.

### 🔍 How It Works

1. Text to Embeddings: Uses Sentence Transformers to convert your search queries and GIF descriptions into meaningful vector embeddings. 🧠

2. Efficient Search: Leverages Pinecone which is a vector database to index and retrieve the most relevant GIFs quickly based on their semantic similarity. 🔎

3. Data Handling: NumPy and Pandas are used to manage and process data efficiently, ensuring smooth handling of large datasets. 📊

4. User Interface: Streamlit provides an interactive and user-friendly interface to facilitate seamless search experiences. 🎨

  

### 🔧 Technologies Used

* Sentence Transformers: For generating text embeddings

* Pinecone: For vector search and retrieval

* Streamlit: For the frontend application

* Embeddings Retrieval: For precise and contextually relevant search results

* NumPy: For numerical operations and array manipulations

* Pandas: For data manipulation and analysis

  

### 🛠 Features

- Search GIFs by Meaning: Find GIFs that match the context of your query.

- Interactive UI: User-friendly Streamlit interface for seamless search experiences.

### 🏗️ Getting Started

1. Clone the repo: git clone 

2. Install dependencies: pip install -r requirements.txt

3. Run the app: streamlit run app.py

   

Enjoy exploring and finding the perfect GIF! 🎉