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86 changes: 86 additions & 0 deletions examples/02-agents/providers/azure/cosmosdb/main.go
Original file line number Diff line number Diff line change
@@ -0,0 +1,86 @@
// Copyright (c) Microsoft. All rights reserved.

// This sample stores generated embeddings in a temporary Cosmos DB container.
// It uses an existing database and deletes only its own container before exit.
package main

import (
"context"
"errors"
"fmt"
"os"
"strings"
"time"

"github.com/Azure/azure-sdk-for-go/sdk/data/azcosmos"
"github.com/google/uuid"
"github.com/microsoft/agent-framework-go/embedding"
"github.com/microsoft/agent-framework-go/examples/internal/demo"
"github.com/microsoft/agent-framework-go/provider/azureprovider"
"github.com/microsoft/agent-framework-go/provider/foundryprovider"
"github.com/microsoft/agent-framework-go/vectordata"
)

type document struct {
ID uuid.UUID `vectordata:"key"`
Topic string `vectordata:"data,indexed,storage=topic"`
Text string `vectordata:"data,storage=text"`
Content string `vectordata:"vector,dimensions=3072,index=disk_ann,storage=vector"`
}

func main() {
ctx := context.Background()
demo.NewLogger("Azure Cosmos DB", "Demonstrates generated embeddings and scoped vector search.",
"Embedding Model", demo.FoundryEmbeddingModel)
endpoint := strings.TrimSpace(os.Getenv("AZURE_COSMOS_ENDPOINT"))
database := strings.TrimSpace(os.Getenv("AZURE_COSMOS_DATABASE"))
if endpoint == "" || database == "" {
demo.Panic("AZURE_COSMOS_ENDPOINT and AZURE_COSMOS_DATABASE must be set")
}
credential := demo.FoundryTokenCredential()
client, err := azcosmos.NewClient(endpoint, credential, nil)
if err != nil {
demo.Panic(err)
}
defer client.Close()
generator := foundryprovider.NewEmbeddingGenerator(demo.FoundryProjectEndpoint, credential,
foundryprovider.EmbeddingGeneratorConfig{Model: demo.FoundryEmbeddingModel})
store, err := azureprovider.NewCosmosDB(client, database, azureprovider.CosmosDBConfig{
PartitionKeyProperties: []string{"Topic"},
EmbeddingGenerator: embedding.Bind(generator),
})
if err != nil {
demo.Panic(err)
}
name := "afgo-example-" + uuid.NewString()
collection, err := vectordata.GetCollection[azureprovider.CosmosKey, *document](store.Store, name, nil)
if err != nil {
demo.Panic(err)
}
defer func() {
cleanupCtx, cancel := context.WithTimeout(context.WithoutCancel(ctx), 30*time.Second)
err = errors.Join(err, collection.EnsureDeleted(cleanupCtx))
cancel()
if err != nil {
demo.Panic(err)
}
}()
fmt.Printf("Temporary container: %s\n\n", name)
if err = collection.EnsureExists(ctx); err != nil {
return
}
if err = collection.Upsert(ctx,
&document{Topic: "humor", Text: "I enjoy pirate jokes about parrots and ships.", Content: "I enjoy pirate jokes about parrots and ships."},
&document{Topic: "travel", Text: "I like hiking in the mountains.", Content: "I like hiking in the mountains."},
); err != nil {
return
}
filter := vectordata.Filter{Operator: vectordata.Equal, Property: "Topic", Value: "humor"}
for result, searchErr := range collection.Search(ctx, "Tell me a pirate joke.", 2, &vectordata.SearchOptions{Filter: &filter}) {
if searchErr != nil {
err = searchErr
return
}
fmt.Println(result.Record.Text)
}
}
1 change: 1 addition & 0 deletions go.mod
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,7 @@ go 1.26.0
require (
github.com/Azure/azure-sdk-for-go/sdk/azcore v1.23.3
github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.15.0
github.com/Azure/azure-sdk-for-go/sdk/data/azcosmos v1.5.0
github.com/a2aproject/a2a-go/v2 v2.6.0
github.com/ag-ui-protocol/ag-ui/sdks/community/go v0.0.0-20260312103001-8e7ab1df34c8
github.com/anthropics/anthropic-sdk-go v1.82.0
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2 changes: 2 additions & 0 deletions go.sum
Original file line number Diff line number Diff line change
Expand Up @@ -12,6 +12,8 @@ github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.15.0 h1:w3gDUJlJ0BfBsHH02DCB
github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.15.0/go.mod h1:7scl8mG/IFLVjJ9ef/ltdND2T1z0CkgVSaQoUxLvmeU=
github.com/Azure/azure-sdk-for-go/sdk/azidentity/cache v0.4.0 h1:xFaZZ+IubdftrDHnGGwZ6QvQ3KHTtWl2MCK+GMt2vxs=
github.com/Azure/azure-sdk-for-go/sdk/azidentity/cache v0.4.0/go.mod h1:mCBhUhlMjLLJKr5aqw2TNS/VqJOie8MzWq3DAMJeKso=
github.com/Azure/azure-sdk-for-go/sdk/data/azcosmos v1.5.0 h1:wtCn7MemMD9eo4/NdpJ6S/MFD2BV2CDwoEfvl5th2vM=
github.com/Azure/azure-sdk-for-go/sdk/data/azcosmos v1.5.0/go.mod h1:MIyTWizpwnsX4LS9/tW1II9JL+D25Ypzj6URaT9NcgQ=
github.com/Azure/azure-sdk-for-go/sdk/internal v1.13.0 h1:Terj1CMW4+NY5CpWjSRkqLoxh2DkYDdv/FH2z0897Uc=
github.com/Azure/azure-sdk-for-go/sdk/internal v1.13.0/go.mod h1:7Ut2Qw9vcwpLW5Q4MBy43uSxXS7tK2yjs94OJ6j5thE=
github.com/AzureAD/microsoft-authentication-extensions-for-go/cache v0.1.1 h1:WJTmL004Abzc5wDB5VtZG2PJk5ndYDgVacGqfirKxjM=
Expand Down
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