8000 feat(autoindex): vector-DB importers (Qdrant, Chroma, pgvector, Pinecone) by xerj-org · Pull Request #2999 · xerj-org/xerj · GitHub
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feat(autoindex): vector-DB importers (Qdrant, Chroma, pgvector, Pinecone) - #2999

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@xerj-org xerj-org commented Nov 6, 2026
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Imports vectors, ids and payload from Qdrant, Chroma, pgvector and Pinecone into XERJ with an auto-created dense_vector mapping, resumable journal, progress/ETA and a post-import count check.

Live checks against real containers: Qdrant 20,000 points, Chroma 3,000, pgvector 5,000 rows; kNN top-1 agreement with the source 100/100 on a 100-vector sample each. Pinecone: mocked HTTP server only (no account). Found and fixed a pgvector paging bug (4,022 of 5,000 imported before the fix).

Not done: the 1M-vector throughput/memory measurement.

🤖 Generated with Claude Code

…econe

`xerj autoindex qdrant://host:port/collection`, `chroma://...`, `pinecone://index`
and a pgvector table read the source's vectors, ids and payload, create a
dense_vector mapping with the source's dimensions and similarity, and write
through _bulk with 4 parallel writers. A journal makes the import resumable;
progress shows an ETA; a dry run takes a row limit. After the import the
importer compares its count with the source and warns on any difference.

Live checks against real containers (same host): Qdrant 20,000 points,
Chroma 3,000 points, pgvector 5,000 rows; each sample of 100 vectors returned
the same top-1 from XERJ kNN as from the source (100/100). Pinecone: unit
tests against a mocked HTTP server (no account).

The pgvector live test found a paging bug (4,022 of 5,000 rows imported);
fixed, and the count-mismatch warning was added so a short import is never
silent.

Not done: the 1M x 384-d throughput and memory measurement; MySQL is not a
vector source. Tests: cargo test -p xerj-autoindex vecimport, 12 passed,
4 live-container tests ignored without Docker.
@cla-bot cla-bot Bot added the cla-signed label Nov 6, 2026

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