Project Title
deeplake — Database for AI, Store and Query Vectors, Images, Texts, Videos, and More
Overview
Deeplake is an AI-focused database designed to store, query, and visualize various AI data types, including vectors, images, texts, and videos. It is optimized for deep-learning applications and integrates seamlessly with popular tools like LangChain and LlamaIndex. Deeplake simplifies the deployment of enterprise-grade LLM-based products by offering storage for all data types, querying and vector search, data streaming, and data versioning.
Key Features
- Multi-Cloud Support (S3, GCP, Azure)
- Native Compression with Lazy NumPy-like Indexing
- Dataloaders for Popular Deep Learning Frameworks (Pytorch, TensorFlow)
- Integrations with Powerful Tools (LangChain, LlamaIndex, Weights & Biases)
Use Cases
- Storing and searching data plus vectors while building LLM applications
- Managing datasets while training deep learning models
- Data streaming while training models at scale
- Data versioning and lineage
Advantages
- Serverless architecture for scalability
- Supports data of any size and type
- Enables storage of all data in one place in your own cloud
- Used by major organizations like Intel, Bayer Radiology, and Yale
Limitations / Considerations
- License information is currently unknown
- May require specific expertise to fully leverage its capabilities with deep learning frameworks
Similar / Related Projects
- Dask: A parallel computing library that integrates with NumPy and pandas, but does not focus on AI data storage and querying.
- Pachyderm: A data science platform that provides data versioning and lineage, but is not specifically tailored for AI data types.
- Zilliz: Focuses on vector databases and AI, but does not offer the same range of data storage and querying capabilities as Deeplake.
Basic Information
- GitHub: https://github.com/activeloopai/deeplake
- Stars: 8,854
- License: Unknown
- Last Commit: 2025-10-01
📊 Project Information
- Project Name: deeplake
- GitHub URL: https://github.com/activeloopai/deeplake
- Programming Language: Python
- ⭐ Stars: 8,854
- 🍴 Forks: 681
- 📅 Created: 2019-08-09
- 🔄 Last Updated: 2025-10-01
🏷️ Project Topics
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