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https://github.com/qdrant/landing_page.git
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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>
This commit is contained in:
Abdon Pijpelink
co-authored by
Claude Sonnet 4.6
Claude Sonnet 4.6
parent
90d072eb03
commit
478b96554f
@@ -5,8 +5,10 @@ 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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-3
@@ -2,9 +2,6 @@
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using Qdrant.Client;
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using Qdrant.Client.Grpc;
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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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await client.UpsertAsync(
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collectionName: "{collection_name}",
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points: new List<PointStruct>
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-7
@@ -5,13 +5,6 @@ import (
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"github.com/qdrant/go-client/qdrant"
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)
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client, err := qdrant.NewClient(&qdrant.Config{
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Host: "xyz-example.qdrant.io",
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Port: 6334,
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APIKey: "<paste-your-api-key-here>",
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UseTLS: true,
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})
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client.Upsert(context.Background(), &qdrant.UpsertPoints{
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CollectionName: "{collection_name}",
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Points: []*qdrant.PointStruct{
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+17
-23
@@ -12,27 +12,21 @@ import io.qdrant.client.grpc.Points.PointStruct;
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import java.util.List;
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import java.util.Map;
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QdrantClient client =
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new QdrantClient(
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QdrantGrpcClient.newBuilder("xyz-example.qdrant.io", 6334, true)
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.withApiKey("<your-api-key")
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.build());
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client
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.upsertAsync(
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"{collection_name}",
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List.of(
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PointStruct.newBuilder()
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.setId(id(1))
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.setVectors(
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namedVectors(
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Map.of(
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"my-bm25-vector",
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vector(
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Document.newBuilder()
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.setModel("qdrant/bm25")
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.setText("Recipe for baking chocolate chip cookies")
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.build()))))
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.build()))
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.get();
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client
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.upsertAsync(
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"{collection_name}",
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List.of(
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PointStruct.newBuilder()
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.setId(id(1))
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.setVectors(
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namedVectors(
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Map.of(
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"my-bm25-vector",
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vector(
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Document.newBuilder()
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.setModel("qdrant/bm25")
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.setText("Recipe for baking chocolate chip cookies")
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.build()))))
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.build()))
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.get();
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```
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-6
@@ -1,12 +1,6 @@
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```python
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from qdrant_client import QdrantClient, models
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client = QdrantClient(
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url="https://xyz-example.qdrant.io:6333",
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api_key="<your-api-key>",
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cloud_inference=True
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)
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client.upsert(
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collection_name="{collection_name}",
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points=[
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-2
@@ -5,8 +5,6 @@ use qdrant_client::{
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};
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use std::collections::HashMap;
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let client = Qdrant::from_url("<your-qdrant-url>").build()?;
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client
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.upsert_points(UpsertPointsBuilder::new(
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"{collection_name}",
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-2
@@ -1,8 +1,6 @@
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```typescript
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import { QdrantClient } from "@qdrant/js-client-rest";
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const client = new QdrantClient({ host: "localhost", port: 6333 });
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client.upsert("{collection_name}", {
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points: [
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{
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@@ -7,12 +7,14 @@ import (
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)
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func Main() {
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// @hide-start
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client, err := qdrant.NewClient(&qdrant.Config{
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Host: "xyz-example.qdrant.io",
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Port: 6334,
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APIKey: "<paste-your-api-key-here>",
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UseTLS: true,
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})
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// @hide-end
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if err != nil { panic(err) } // @hide
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@@ -15,11 +15,13 @@ import java.util.Map;
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public class Snippet {
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public static void run() throws Exception {
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// @hide-start
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QdrantClient client =
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new QdrantClient(
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QdrantGrpcClient.newBuilder("xyz-example.qdrant.io", 6334, true)
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.withApiKey("<your-api-key")
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.build());
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// @hide-end
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client
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.upsertAsync(
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@@ -1,10 +1,12 @@
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from qdrant_client import QdrantClient, models
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# @hide-start
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client = QdrantClient(
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url="https://xyz-example.qdrant.io:6333",
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api_key="<your-api-key>",
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api_key="<your-qdrant-api-key>",
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cloud_inference=True
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)
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# @hide-end
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client.upsert(
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collection_name="{collection_name}",
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@@ -5,7 +5,7 @@ use qdrant_client::{
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use std::collections::HashMap;
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pub async fn main() -> anyhow::Result<()> {
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let client = Qdrant::from_url("<your-qdrant-url>").build()?;
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let client = Qdrant::from_url("<your-qdrant-url>").build()?; // @hide
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client
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.upsert_points(UpsertPointsBuilder::new(
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+1
-1
@@ -1,6 +1,6 @@
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import { QdrantClient } from "@qdrant/js-client-rest";
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const client = new QdrantClient({ host: "localhost", port: 6333 });
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const client = new QdrantClient({ host: "localhost", port: 6333 }); // @hide
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client.upsert("{collection_name}", {
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points: [
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