/
qdrant.go
244 lines (226 loc) · 6.46 KB
/
qdrant.go
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package store
import (
"context"
"crypto/tls"
"fmt"
"github.com/grafana/grafana-plugin-sdk-go/backend/log"
qdrant "github.com/qdrant/go-client/qdrant"
"google.golang.org/grpc"
"google.golang.org/grpc/codes"
"google.golang.org/grpc/credentials"
"google.golang.org/grpc/credentials/insecure"
"google.golang.org/grpc/metadata"
"google.golang.org/grpc/status"
)
type qdrantSettings struct {
// The address of the Qdrant gRPC server, e.g. localhost:6334.
Address string `json:"address"`
// Whether to use a secure connection.
Secure bool `json:"secure"`
}
type qdrantStore struct {
conn *grpc.ClientConn
md *metadata.MD
collectionsClient qdrant.CollectionsClient
pointsClient qdrant.PointsClient
}
func newQdrantStore(s qdrantSettings, secrets map[string]string) (ReadVectorStore, func(), error) {
var md *metadata.MD
dialOptions := []grpc.DialOption{}
if s.Secure {
config := &tls.Config{}
dialOptions = append(dialOptions, grpc.WithTransportCredentials(credentials.NewTLS(config)))
// Only include API key if using a secure connection.
if key := secrets["qdrantApiKey"]; key != "" {
meta := metadata.New(map[string]string{"api-key": key})
md = &meta
}
} else {
dialOptions = append(dialOptions, grpc.WithTransportCredentials(insecure.NewCredentials()))
}
conn, err := grpc.DialContext(context.Background(), s.Address, dialOptions...)
if err != nil {
return nil, nil, err
}
cancel := func() {
defer func() {
if err := conn.Close(); err != nil {
log.DefaultLogger.Warn("failed to close connection", "err", err)
}
}()
}
return &qdrantStore{
conn: conn,
md: md,
collectionsClient: qdrant.NewCollectionsClient(conn),
pointsClient: qdrant.NewPointsClient(conn),
}, cancel, nil
}
func (q *qdrantStore) Health(ctx context.Context) error {
if q.md != nil {
ctx = metadata.NewOutgoingContext(ctx, *q.md)
}
_, err := q.collectionsClient.List(ctx, &qdrant.ListCollectionsRequest{}, grpc.WaitForReady(true))
if err != nil {
return err
}
return nil
}
func (q *qdrantStore) CollectionExists(ctx context.Context, collection string) (bool, error) {
if q.md != nil {
ctx = metadata.NewOutgoingContext(ctx, *q.md)
}
_, err := q.collectionsClient.Get(ctx, &qdrant.GetCollectionInfoRequest{
CollectionName: collection,
}, grpc.WaitForReady(true))
if err != nil {
st, ok := status.FromError(err)
if !ok {
return false, err
// Error was not a status error
}
if st.Code() == codes.NotFound {
return false, nil
}
return false, err
}
return true, nil
}
func (q *qdrantStore) mapFilters(ctx context.Context, filter map[string]interface{}) (*qdrant.Filter, error) {
qdrantFilterMap := &qdrant.Filter{}
if filter == nil {
return qdrantFilterMap, nil
}
for k, v := range filter {
switch v := v.(type) {
case map[string]interface{}:
for op, val := range v {
match, err := createQdrantMatch(val)
if err != nil {
return nil, err
}
condition := &qdrant.Condition{
ConditionOneOf: &qdrant.Condition_Field{
Field: &qdrant.FieldCondition{
Key: k,
Match: match,
},
},
}
switch op {
case "$eq":
qdrantFilterMap.Must = append(qdrantFilterMap.Must, condition)
case "$ne":
qdrantFilterMap.MustNot = append(qdrantFilterMap.MustNot, condition)
default:
return nil, fmt.Errorf("unsupported operator: %s", op)
}
}
case []interface{}:
switch k {
case "$or":
for _, u := range v {
filterMap, err := q.mapFilters(ctx, u.(map[string]interface{}))
if err != nil {
return nil, err
}
qdrantFilterMap.Should = append(qdrantFilterMap.Should, &qdrant.Condition{
ConditionOneOf: &qdrant.Condition_Filter{
Filter: filterMap,
},
})
}
case "$and":
for _, u := range v {
filterMap, err := q.mapFilters(ctx, u.(map[string]interface{}))
if err != nil {
return nil, err
}
qdrantFilterMap.Must = append(qdrantFilterMap.Must, &qdrant.Condition{
ConditionOneOf: &qdrant.Condition_Filter{
Filter: filterMap,
},
})
}
default:
return nil, fmt.Errorf("unsupported operator: %s", k)
}
default:
return nil, fmt.Errorf("unsupported filter struct: %T", v)
}
}
return qdrantFilterMap, nil
}
func createQdrantMatch(val interface{}) (*qdrant.Match, error) {
match := &qdrant.Match{}
switch val := val.(type) {
case string:
match.MatchValue = &qdrant.Match_Keyword{
Keyword: val,
}
default:
return nil, fmt.Errorf("unsupported filter type: %T", val)
}
return match, nil
}
func (q *qdrantStore) Search(ctx context.Context, collection string, vector []float32, topK uint64, filter map[string]interface{}) ([]SearchResult, error) {
if q.md != nil {
ctx = metadata.NewOutgoingContext(ctx, *q.md)
}
qdrantFilter, err := q.mapFilters(ctx, filter)
if err != nil {
return nil, err
}
result, err := q.pointsClient.Search(ctx, &qdrant.SearchPoints{
CollectionName: collection,
Vector: vector,
Limit: topK,
Filter: qdrantFilter,
// Include all payloads in the search result
WithVectors: &qdrant.WithVectorsSelector{SelectorOptions: &qdrant.WithVectorsSelector_Enable{Enable: false}},
WithPayload: &qdrant.WithPayloadSelector{SelectorOptions: &qdrant.WithPayloadSelector_Enable{Enable: true}},
})
if err != nil {
return nil, err
}
results := make([]SearchResult, 0, len(result.GetResult()))
for _, v := range result.GetResult() {
payload := make(map[string]any, len(v.Payload))
for k, v := range v.Payload {
payload[k] = fromQdrantValue(v)
}
// TODO: handle non-strings, in case they get there
results = append(results, SearchResult{
Score: float64(v.Score),
Payload: payload,
})
}
return results, nil
}
func fromQdrantValue(in *qdrant.Value) any {
switch v := in.Kind.(type) {
case *qdrant.Value_NullValue:
return nil
case *qdrant.Value_BoolValue:
return v.BoolValue
case *qdrant.Value_StringValue:
return v.StringValue
case *qdrant.Value_IntegerValue:
return v.IntegerValue
case *qdrant.Value_DoubleValue:
return v.DoubleValue
case *qdrant.Value_ListValue:
out := make([]any, 0, len(v.ListValue.Values))
for _, innerV := range v.ListValue.Values {
out = append(out, fromQdrantValue(innerV))
}
return out
case *qdrant.Value_StructValue:
out := make(map[string]any, len(v.StructValue.Fields))
for innerK, innerV := range v.StructValue.Fields {
out[innerK] = fromQdrantValue(innerV)
}
return out
}
return nil
}