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Due to a version incompatibility between the Qdrant image and its Python client library, the data was not being loaded into Qdrant during benchmarking. As a result, the benchmark was running on an empty collection with no data.
Updating the image version to 1.16.0 resolved the issue.
Video: https://www.youtube.com/watch?v=n0v_VCuTn3o
UserWarning: Qdrant client version 1.16.3.dev0 is incompatible with server version 1.11.0. Major versions should match and minor version difference must not exceed 1. Set check_compatibility=False to skip version check.