Metrics were measured on a subsample (100k products, 10k queries) with
all relevant documents included, so they are not comparable to official
Amazon ESCI benchmarks. Add inline notes at each metric table/result.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Replace "ANCE" with "ANCE-inspired" throughout since the implementation
uses Qdrant's exact inverted index, not ANN. Reference the original
ANCE paper (Xiong et al., arxiv 2007.00808) in Part 3.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Log saturation (ReLU + log1p) is applied per-token before max pooling
across positions, not after. Fix text descriptions and pipeline diagram.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* docs(edge): add "Modify the Vector Schema" step to quickstart
Documents the new Edge 0.7 API for adding and removing named vector
fields on an existing shard without recreating it, with Python and
Rust snippets.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* docs(edge): mention quantization support in quickstart
Adds a note after the EdgeConfig snippet that Edge supports all four
quantization methods (Scalar, Product, Binary, TurboQuant), with a
link to the quantization guide.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* docs(edge): add On-Device BM25 page for Edge 0.7
New guide covering the built-in BM25 sparse embedder: configuring a
sparse vector shard, creating a Bm25/EdgeBm25 embedder, embedding and
upserting documents, and querying. Includes Python and Rust snippets.
Also adds the page to the Edge index navigation table.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* docs(edge): add WAL segment size configuration to quickstart
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Upgrade code snippets to Edge 0.7.2
* Review feedback
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
* Initial commit
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
* Edits
* Edits
* Fix links
* Use 'true' instead of '1' in QDRANT__SERVICE__ENABLE_TLS example
* Review feedback
* Add link from Security page
* Update stack designation on overview page
* Update qdrant-landing/content/documentation/tutorials-operations/secure-qdrant.md
Co-authored-by: István Zoltán Szabó <szabosteve@gmail.com>
---------
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: István Zoltán Szabó <szabosteve@gmail.com>
Reconcile every step to the parents-only ancestry model (branch passed
separately), add docstrings with simplified filter results, hide full
filter code under <details>, and show storage state at the end of each
step. Also fix step 6 typos (models., Selector, result, "A") and the
shadowed loop variable.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
István Zoltán Szabó