landing_page/qdrant-landing/content/documentation/headless/snippets/inference/cohere-upsert/go.md

import (
	"context"
	"time"

	"github.com/qdrant/go-client/qdrant"
)

client, err := qdrant.NewClient(&qdrant.Config{
    Host:   "xyz-example.qdrant.io",
    Port:   6334,
    APIKey: "<paste-your-api-key-here>",
    UseTLS: true,
})

client.Upsert(ctx, &qdrant.UpsertPoints{
	CollectionName: "<your-collection>",
	Points: []*qdrant.PointStruct{
		{
			Id: qdrant.NewIDNum(uint64(1)),
			Vectors: qdrant.NewVectorsImage(&qdrant.Image{
				Model: "cohere/embed-v4.0",
				Image: qdrant.NewValueString("data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAoAAAAKCAYAAACNMs+9AAAAFUlEQVR42mNk+M9Qz0AEYBxVSF+FAAhKDveksOjmAAAAAElFTkSuQmCC"),
				Options: qdrant.NewValueMap(map[string]any{
					"cohere-api-key":   "<YOUR_COHERE_API_KEY>",
					"output_dimension": 512,
				}),
			}),
		},
	},
})