{"repo":"qdrant/qdrant-client","free":true,"listed":false,"github":"https://github.com/qdrant/qdrant-client","clone":"git clone https://github.com/qdrant/qdrant-client.git","description":"Python client for Qdrant vector search engine","language":"Python","stars":1345,"topics":["qdrant","vector-database","vector-search","vector-search-engine"],"license":"Apache-2.0","category":"databases-storage","readme_excerpt":"Python Client library for the Qdrant vector search engine. Python Qdrant Client Client library and SDK for the Qdrant vector search engine. Library contains type definitions for all Qdrant API and allows to make both Sync and Async requests. Client allows calls for all Qdrant API methods directly. It also provides some additional helper methods for frequently required operations, e.g. initial collection uploading. See QuickStart for more details! Installation Features - Type hints for all API methods - Local mode - use same API without running server - REST and gRPC support - Minimal dependencies - Extensive Test Coverage Local mode Python client allows you to run same code in local mode without running Qdrant server. Simply initialize client like this: Local mode is useful for development, prototyping and testing. - You can use it to run tests in your CI/CD pipeline. - Run it in Colab or Jupyter Notebook, no extra dependencies required. See an example - When you need to scale, simply switch to server mode. Connect to Qdrant server To connect to Qdrant server, simply specify host and port: You can run Qdrant server locally with docker: See more launch options in Qdrant repository. Connect to Qdrant cloud You can register and use Qdrant Cloud to get a free tier account with 1GB RAM. Once you have your cluster and API key, you can connect to it like this: Inference API Qdrant Client has Inference API that allows to seamlessly create embeddings and use them in Qdrant. Inference ","default_branch":null,"files":null,"tree":[],"storefront":"/r/qdrant","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/qdrant/qdrant-client/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}