Skip to content

Qdrant Vector Store

Install

  • pip install bijux-vex[vdb] (or pip install qdrant-client)

Connect

python -m bijux_vex.boundaries.cli.app ingest \
  --doc "hello" --vector "[0.0,1.0,0.0]" \
  --vector-store qdrant --vector-store-uri http://localhost:6333

Capabilities

  • Exact and ANN supported (remote).
  • Deletes supported.
  • Filtering supported via adapter options.

Limitations

  • Requires a running Qdrant instance.
  • Consistency is backend-dependent (see capabilities output).
  • Remote, shared vector storage.
  • Workloads that need filtering or metadata queries.
  • ANN at scale with explicit budgets.

Gotchas

  • Network latency affects ND budgets.
  • Ensure credentials are redacted in logs and provenance.

Operational Tips

  • Use bijux vex vdb status to validate connectivity.
  • Configure batch sizes and retries via adapter options.