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Restructure inference docs (#2225)

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* 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>
This commit is contained in:
Abdon Pijpelink
2026-06-24 08:11:03 +02:00
committed by GitHub
co-authored by Claude Sonnet 4.6
parent 90d072eb03
commit 478b96554f
250 changed files with 3259 additions and 2187 deletions
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qdrant-landing/content/documentation/headless/snippets/inference/jinaai-query/csharp.cs
+12 -9
View File
@@ -5,21 +5,24 @@ public class Snippet
{
public static async Task Run()
{
// @hide-start
var client = new QdrantClient(
host: "xyz-example.qdrant.io",
port: 6334,
https: true,
apiKey: "<your-api-key>"
);
// @hide-end
await client.QueryAsync(
collectionName: "{collection_name}",
query: new Document()
{
Model = "jinaai/jina-clip-v2",
Text = "Mission to Mars",
Options = { ["jina-api-key"] = "<YOUR_JINAAI_API_KEY>", ["dimensions"] = 512 },
}
);
using (RequestHeaders.Use("jina-api-key", "<YOUR_JINAAI_API_KEY>"))
await client.QueryAsync(
collectionName: "{collection_name}",
query: new Document()
{
Model = "jinaai/jina-clip-v2",
Text = "Mission to Mars",
Options = { ["dimensions"] = 512 },
}
);
}
}