What is LanceDB?
It is an open-source database for vector search built with persistent storage, which greatly simplifies retrieval, filtering, and management of embeddings.
LanceDB is a tool in the Databases category of a tech stack.
Key Features
Production-scale vector search with no servers to manageStore, query, and filter vectors, metadata, and multi-modal data (text, images, videos, point clouds, and more)Native Python and Javascript/Typescript supportZero-copy, automatic versioning, manage versions of your data without needing extra infrastructure
LanceDB Pros & Cons
Pros of LanceDB
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Cons of LanceDB
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LanceDB Alternatives & Comparisons
What are some alternatives to LanceDB?
TensorFlow
TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.
PyTorch
PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.
scikit-learn
scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
