Python Client library for the Qdrant vector search engine. 
Python Qdrant Client
Client library and SDK for the Qdrant vector search engine. Python Client API Documentation is available here.
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
pip install qdrant-client 
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:
from qdrant_client import QdrantClient 
client = QdrantClient(":memory:") 
client = QdrantClient(path="path/to/db")  # Persists changes to disk 
Local mo 
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