Pagination And Export
turbopuffer · turbopuffer
Serverless vector database — turbopuffer
Evaluates turbopuffer's Pagination & Export across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Serverless vector database eval coverage.
About turbopuffer
turbopuffer is a serverless vector database designed for high-performance approximate nearest neighbor search at scale. It handles ingest, indexing, and hybrid queries with a simple HTTP API and charges only for storage and queries — no always-on infrastructure.
Sample tests· showing 3 of 9
| # | Input | Expected behavior | Check |
|---|---|---|---|
| 01 | Compliance export terabyte-scale; POST /v2/namespaces/:namespace/export. | Use export endpoint with cursor from last response; loop until exhausted; do not re-fetch from start only. | Pass / FailExporthigh |
| 02 | Reranker stage already has ids; second hop needs skinny rows. | Set include_attributes to id and title only on query; keep top_k modest; avoid returning vec unless needed. | Pass / FailQuerylow |
| 03 | Engineer confused about pagination fields on query response. | Clarify top_k/per-result limits vs limit.total cap (10k documented); paginate UI client-side within returned batch or adjust query. | Pass / FailLimitsmedium |
How this eval is graded
Grade against expected.ideal_behavior and expected.rubric. Penalize failure_modes.
Rubric criteria
- Turbopuffer
- Vector Db
- Pagination And Export
Recommended for
Works with
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ViewFrequently asked questions
What does the Pagination And Export eval for turbopuffer turbopuffer test?+
Evaluates turbopuffer's Pagination & Export across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Serverless vector database eval coverage.
How is the Pagination And Export eval scored?+
The judge rubric: Grade against expected.ideal_behavior and expected.rubric. Penalize failure_modes.
How many test cases does this eval pack include?+
The Pagination And Export pack for turbopuffer turbopuffer contains 9 test cases. 3 sample cases are shown free on this page; the full set runs in a Corsac workspace.
How do I run this eval?+
Sign up for Corsac, connect your model or agent endpoint, and run the Pagination And Export pack as-is or after customizing thresholds. Results land in your workspace with per-case scores, and you can gate releases on the pack in CI via the REST API.
Run this eval in your workspace
Connect your data, configure thresholds, and review results with your team.