* new: replace .add and .query methods with basic qdrant client and local inference
* fix: don't exclude description from payload
* add imports, refactor a bit, fix tqdm example
* get dim via method instead of hardcoded value
* add swap comment, code formatting
* new: provide local inference examples in colbert docs
* Update qdrant-landing/content/documentation/fastembed/fastembed-colbert.md
* do not compute embeddings twice, update qdrant client
* new: replace .add and .query with local inference in fastembed semantic search
* do not hardcode model dim, format example to avoid scrollbars
* avoid scroll bars
* joint installation of qdrant client and fastembed
* show how to use local inference in reranking hybrid search
* Update reranking-hybrid-search.md
* fix: remove accidentally added code
---------
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
* some polishing, use more recent fastembed
* Update qdrant-landing/content/documentation/fastembed/fastembed-splade.md
---------
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
* Add score boosting section to hybrid queries
* add decay formulas docs
* Add datetime function to formula operators and update limitations
* add datetime_key expression
* use the name of the decay function in interface for the table
* update to use snippets in a dedicated folder
* mention that payload index is desired
* add python and rust snippets
* update snippets
* docs: Go snippets
Signed-off-by: Anush008 <anushshetty90@gmail.com>
* docs: C# snippets
Signed-off-by: Anush008 <anushshetty90@gmail.com>
* docs: Java snippets
Signed-off-by: Anush008 <anushshetty90@gmail.com>
* chore: Updated formula defaut C#, GO
Signed-off-by: Anush008 <anushshetty90@gmail.com>
* docs: Update C# snippets as per new changes
Signed-off-by: Anush008 <anushshetty90@gmail.com>
* add typescript snippets
* minor fixes
* Use score function in Rust client
---------
Signed-off-by: Anush008 <anushshetty90@gmail.com>
Co-authored-by: Anush008 <anushshetty90@gmail.com>
Co-authored-by: generall <andrey@vasnetsov.com>
Co-authored-by: timvisee <tim@visee.me>
* shortcode for rendering code snippets from separate markdown files
* formatted code
* fix and readme
* semi-automatically extracts snippets from markdown
* extract snippets from points.md
* extract snippets from vectors.md
* extract snippets from payload.md
* extract snippets from search.md + fixes
* extract snippets from explore.md
* extract snippets from hybrid-queries.md + mode query by id into search
* extract snippets from filtering.md
* extract snippets from storage.md + update outdated info
* extract snippets from indexing.md
* extract snippets from snapshots.md
* extract snippets from guides/optimize.md
* extract snippets from guides/multiple-partitions.md + fix aside note
* extract snippets from guides/quantization.md
* use auto-generated descriptions
* order json snippets first
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Co-authored-by: generall <andrey@vasnetsov.com>
Tim Visée