mirror of
https://github.com/qdrant/landing_page.git
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Abdon PijpelinkandClaude Sonnet 4.6
478b96554f
* 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>
31 lines
730 B
C#
31 lines
730 B
C#
using Qdrant.Client;
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using Qdrant.Client.Grpc;
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public class Snippet
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{
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public static async Task Run()
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{
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// @hide-start
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var client = new QdrantClient(
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host: "xyz-example.qdrant.io", port: 6334, https: true, apiKey: "<your-api-key>");
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// @hide-end
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await client.UpsertAsync(
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collectionName: "{collection_name}",
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points: new List<PointStruct>
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{
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new()
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{
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Id = 1,
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Vectors = new Document()
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{
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Model = "openai/text-embedding-3-large",
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Text = "Recipe for baking chocolate chip cookies",
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Options = { ["openai-api-key"] = "<YOUR_OPENAI_API_KEY>"},
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},
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},
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}
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);
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}
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}
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