Abdon PijpelinkandClaude Sonnet 4.6 478b96554f Restructure inference docs (#2225) ...

* Break Inference page into several pages

* Make all inference code snippets testable and clean up

* Make more snippets testable

* Edits

* Document automatic query and passage prefix injection in Cloud Inference

Qdrant Cloud Inference silently applies model-specific prefixes (e.g.
"query: "/"passage: " for E5, BGE-style instruction prefix for BGE/mxbai/
Snowflake arctic-embed) so users don't need to manage them manually.
Add a section explaining this behavior, the idempotency guarantee, and
the scope (Qdrant-hosted models only; external providers handle their own).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Document short query optimization in Cloud Inference

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Update links

* Expand on external provider API key usage

* Add section about external provider API keys

* Default to header for external API keys

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>

2026-06-24 08:11:03 +02:00

..

cloud

Update cloud docs after design refresh

2025-05-02 16:53:21 +02:00

gettingstarted

corrected errors on HNSW diagram

2026-01-09 14:11:28 -08:00

homepage

fix images and linkg

2024-07-17 16:29:34 -07:00

integrations/aleph-alpha

create aleph alpha integration doc

2023-06-15 16:41:20 +02:00

misc

docs: New Go SDK snippets (#1149)

2024-09-09 16:20:04 +05:30

2-bit-quantization.png

[1.15] New BQ methods docs (#1798)

2025-07-18 13:23:30 +02:00

02_qdrant_101_text_22_0.png

fix remaining pages and structure

2023-05-31 11:46:36 +02:00

02_qdrant_101_text_25_0.png

fix remaining pages and structure

2023-05-31 11:46:36 +02:00

arch.svg

docs: indexing

2021-06-28 19:58:54 +02:00

asymmetric-quantization.png

[1.15] New BQ methods docs (#1798)

2025-07-18 13:23:30 +02:00

concurrent-operations-replicas.png

Update inconsistent state diagram

2025-10-30 12:08:54 +01:00

context-search.png

Discovery article (#459)

2024-01-30 17:56:24 -03:00

cos.png

Update image design

2025-12-15 15:55:42 +01:00

crab_nlp.png

fix remaining pages and structure

2023-05-31 11:46:36 +02:00

decay-function.png

Update decay function image

2025-10-30 12:37:37 +01:00

defragmentation.png

upd pic

2025-11-15 13:45:39 +01:00

discovery-search.png

Discovery article (#459)

2024-01-30 17:56:24 -03:00

embedding-model-migration.png

Andrey's feedback

2026-01-08 13:27:39 +01:00

encoders.png

Merge pull request #1763 from qdrant/similarity-search

2025-07-16 07:15:53 +03:00

fastapi_neural_search.png

write neural search tutorial

2023-06-08 10:59:10 +02:00

fusion-idea.png

Release 1 10 aggregated (#1005)

2024-07-01 23:49:08 +02:00

graph.gif

docs: indexing

2021-06-28 19:58:54 +02:00

inference-external-provider.png

Restructure inference docs (#2225)

2026-06-24 08:11:03 +02:00

inference.png

Restructure inference docs (#2225)

2026-06-24 08:11:03 +02:00

info.png

fix remaining pages and structure

2023-05-31 11:46:36 +02:00

lang-tabs.png

fix remaining pages and structure

2023-05-31 11:46:36 +02:00

lookup_id_linking.png

Document lookup in groups (#172)

2023-06-23 20:11:18 +02:00

memory-usage.png

Add Monitor Collection Memory Usage page (v1.18.0) (#2300)

2026-04-30 20:24:27 +02:00

precision_by_m.png

docs: indexing

2021-06-28 19:58:54 +02:00

qdrant-cloud-inference.png

Restructure inference docs (#2225)

2026-06-24 08:11:03 +02:00

quickstart.png

quickstart doc

2023-08-31 15:52:25 +02:00

reciprocal-rank-fusion.png

Release 1 10 aggregated (#1005)

2024-07-01 23:49:08 +02:00

recommended.png

quickstart doc

2023-08-31 15:52:25 +02:00

relative-score-fusion.png

Release 1 10 aggregated (#1005)

2024-07-01 23:49:08 +02:00

replication.png

Publish docs for version 1.17 (#2137)

2026-02-20 10:42:12 +01:00

sharding-per-day.png

add image and make alert description smaller

2023-12-08 11:08:58 +01:00

tenant-promotion.png

tiered multitenancy docs

2025-11-16 21:24:34 +01:00

text-processing.png

First draft

2025-12-04 20:10:15 +01:00

tradeoff.png

[Docs] Optimize Performance (#1201)

2024-09-27 15:17:25 +05:30

warning.png

fix remaining pages and structure

2023-05-31 11:46:36 +02:00

web-ui-optimizations-progress-timeline.png

Publish docs for version 1.17 (#2137)

2026-02-20 10:42:12 +01:00

web-ui-optimizations-tree.png

Publish docs for version 1.17 (#2137)

2026-02-20 10:42:12 +01:00

workflow-neural-search.png

new: add hybrid search with fastembed tutorial (#790)

2024-04-13 22:24:32 +02:00