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Qdrant

Qdrant

Qdrant is a vector similarity search engine and vector database built for filtered search. Power semantic search, recommendations, and RAG pipelines over your own embeddings. Apache-2.0 licensed with 33,700+ GitHub stars.

At a glance

License Apache-2.0 Version Latest OS Ubuntu 24.04 LTS Min RAM 1 GB IP IPV4,IPV6

API Endpoints

  • Dashboard: http://<SERVER-IP>:6333/dashboard
  • REST API: http://<SERVER-IP>:6333
  • gRPC API: <SERVER-IP>:6334

Dashboard Access

  • Open the Qdrant Dashboard: http://<SERVER-IP>:6333/dashboard
  • When prompted, enter the API key stored in: /root/qdrant/config/production.yaml
  • Qdrant does not use user accounts. Authentication is performed using API keys.

API Keys

The generated API keys are stored in:

/root/qdrant/config/production.yaml

This file contains:

  • api_key
  • read_only_api_key

Retrieve the API keys:

grep api_key /root/qdrant/config/production.yaml
grep read_only_api_key /root/qdrant/config/production.yaml

Use the read-only API key for applications that only need to perform search operations.

Important Files & Directories

  • Install Path: /root/qdrant
  • Compose File: /root/qdrant/docker-compose.yml
  • Configuration File: /root/qdrant/config/production.yaml
  • Data Directory: /root/qdrant/qdrant_data
  • Snapshots Directory: /root/qdrant/snapshots

Notes

  • This installation exposes Qdrant over HTTP without TLS.
  • Consider enabling TLS to encrypt traffic between clients and your Qdrant instance for improved security and production use.
  • Review and update the configuration in /root/qdrant/config/production.yaml based on your requirements and security preferences before using Qdrant in production.

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