Improved Nested Docs and Link Grouping Support (#147)

* added a table of content * wide layout for docs, styles for the table of content * fixes for docs layout * wide footer at the docs section * added support for nested docs, added toggling groups of links, delimiters, external links * external link icon * added active state for nested links, styles for the external link icon * styles fix * remove doc sync * update directory structure and doc titles * fix outstanding links * fix more links for merge * Revert "fix more links for merge" This reverts commit 46c9ccaf1b7765f2cda8dc85d625fa6b4e3f5436. * Revert "fix outstanding links" This reverts commit 28e6380b74f1ab74690c8184551f186656d6d4e9. * fix remaining broken links * move how-to tutorials in the different page * split tutorials * fix link * upd github edit link * skip empty index pages --------- Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com> Co-authored-by: David Sertic <62056091+davidmyriel@users.noreply.github.com>
2026-09-27 15:08:30 +02:00 · 2023-05-29 15:11:40 +02:00
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+---
+title: txtai
+weight: 500
+---
+
+# txtai
+
+Qdrant might be also used as an embedding backend in [txtai](https://neuml.github.io/txtai/) semantic applications.
+
+txtai simplifies building AI-powered semantic search applications using Transformers. It leverages the neural embeddings and their 
+properties to encode high-dimensional data in a lower-dimensional space and allows to find similar objects based on their embeddings' 
+proximity.
+
+Qdrant is not built-in txtai backend and requires installing an additional dependency:
+
+```bash
+pip install qdrant-txtai
+```
+
+The examples and some more information might be found in [qdrant-txtai repository](https://github.com/qdrant/qdrant-txtai).
+
+