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syntax = "proto3";
package qdrant;
option csharp_namespace = "Qdrant.Client.Grpc";
import "collections.proto";
import "google/protobuf/timestamp.proto";
import "json_with_int.proto";
enum WriteOrderingType {
Weak = 0; // Write operations may be reordered, works faster, default
Medium = 1; // Write operations go through dynamically selected leader, may be inconsistent for a short period of time in case of leader change
Strong = 2; // Write operations go through the permanent leader, consistent, but may be unavailable if leader is down
}
message WriteOrdering {
WriteOrderingType type = 1; // Write ordering guarantees
}
enum ReadConsistencyType {
All = 0; // Send request to all nodes and return points which are present on all of them
Majority = 1; // Send requests to all nodes and return points which are present on majority of them
Quorum = 2; // Send requests to half + 1 nodes, return points which are present on all of them
}
message ReadConsistency {
oneof value {
ReadConsistencyType type = 1; // Common read consistency configurations
uint64 factor = 2; // Send request to a specified number of nodes, and return points which are present on all of them
}
}
// ---------------------------------------------
// ------------- Point Id Requests -------------
// ---------------------------------------------
message PointId {
oneof point_id_options {
uint64 num = 1; // Numerical ID of the point
string uuid = 2; // UUID
}
}
message SparseIndices {
repeated uint32 data = 1;
}
message Document {
string text = 1; // Text of the document
string model = 3; // Model name
map<string, Value> options = 4; // Model options
}
message Image {
Value image = 1; // Image data, either base64 encoded or URL
string model = 2; // Model name
map<string, Value> options = 3; // Model options
}
message InferenceObject {
Value object = 1; // Object to infer
string model = 2; // Model name
map<string, Value> options = 3; // Model options
}
// Legacy vector format, which determines the vector type by the configuration of its fields.
message Vector {
repeated float data = 1; // Vector data (flatten for multi vectors), deprecated
optional SparseIndices indices = 2; // Sparse indices for sparse vectors, deprecated
optional uint32 vectors_count = 3; // Number of vectors per multi vector, deprecated
oneof vector {
DenseVector dense = 101; // Dense vector
SparseVector sparse = 102; // Sparse vector
MultiDenseVector multi_dense = 103; // Multi dense vector
Document document = 104;
Image image = 105;
InferenceObject object = 106;
}
}
message VectorOutput {
repeated float data = 1; // Vector data (flatten for multi vectors), deprecated
optional SparseIndices indices = 2; // Sparse indices for sparse vectors, deprecated
optional uint32 vectors_count = 3; // Number of vectors per multi vector, deprecated
oneof vector {
DenseVector dense = 101; // Dense vector
SparseVector sparse = 102; // Sparse vector
MultiDenseVector multi_dense = 103; // Multi dense vector
}
}
message DenseVector {
repeated float data = 1;
}
message SparseVector {
repeated float values = 1;
repeated uint32 indices = 2;
}
message MultiDenseVector {
repeated DenseVector vectors = 1;
}
// Vector type to be used in queries. Ids will be substituted with their corresponding vectors from the collection.
message VectorInput {
oneof variant {
PointId id = 1;
DenseVector dense = 2;
SparseVector sparse = 3;
MultiDenseVector multi_dense = 4;
Document document = 5;
Image image = 6;
InferenceObject object = 7;
}
}
// ---------------------------------------------
// ----------------- ShardKeySelector ----------
// ---------------------------------------------
message ShardKeySelector {
repeated ShardKey shard_keys = 1; // List of shard keys which should be used in the request
}
// ---------------------------------------------
// ---------------- RPC Requests ---------------
// ---------------------------------------------
message UpsertPoints {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
repeated PointStruct points = 3;
optional WriteOrdering ordering = 4; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 5; // Option for custom sharding to specify used shard keys
}
message DeletePoints {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
PointsSelector points = 3; // Affected points
optional WriteOrdering ordering = 4; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 5; // Option for custom sharding to specify used shard keys
}
message GetPoints {
string collection_name = 1; // name of the collection
repeated PointId ids = 2; // List of points to retrieve
reserved 3; // deprecated "with_vector" field
WithPayloadSelector with_payload = 4; // Options for specifying which payload to include or not
optional WithVectorsSelector with_vectors = 5; // Options for specifying which vectors to include into response
optional ReadConsistency read_consistency = 6; // Options for specifying read consistency guarantees
optional ShardKeySelector shard_key_selector = 7; // Specify in which shards to look for the points, if not specified - look in all shards
optional uint64 timeout = 8; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message UpdatePointVectors {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
repeated PointVectors points = 3; // List of points and vectors to update
optional WriteOrdering ordering = 4; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 5; // Option for custom sharding to specify used shard keys
}
message PointVectors {
PointId id = 1; // ID to update vectors for
Vectors vectors = 2; // Named vectors to update, leave others intact
}
message DeletePointVectors {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
PointsSelector points_selector = 3; // Affected points
VectorsSelector vectors = 4; // List of vector names to delete
optional WriteOrdering ordering = 5; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 6; // Option for custom sharding to specify used shard keys
}
message SetPayloadPoints {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
map<string, Value> payload = 3; // New payload values
reserved 4; // List of point to modify, deprecated
optional PointsSelector points_selector = 5; // Affected points
optional WriteOrdering ordering = 6; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 7; // Option for custom sharding to specify used shard keys
optional string key = 8; // Option for indicate property of payload
}
message DeletePayloadPoints {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
repeated string keys = 3; // List of keys to delete
reserved 4; // Affected points, deprecated
optional PointsSelector points_selector = 5; // Affected points
optional WriteOrdering ordering = 6; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 7; // Option for custom sharding to specify used shard keys
}
message ClearPayloadPoints {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
PointsSelector points = 3; // Affected points
optional WriteOrdering ordering = 4; // Write ordering guarantees
optional ShardKeySelector shard_key_selector = 5; // Option for custom sharding to specify used shard keys
}
enum FieldType {
FieldTypeKeyword = 0;
FieldTypeInteger = 1;
FieldTypeFloat = 2;
FieldTypeGeo = 3;
FieldTypeText = 4;
FieldTypeBool = 5;
FieldTypeDatetime = 6;
FieldTypeUuid = 7;
}
message CreateFieldIndexCollection {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
string field_name = 3; // Field name to index
optional FieldType field_type = 4; // Field type.
optional PayloadIndexParams field_index_params = 5; // Payload index params.
optional WriteOrdering ordering = 6; // Write ordering guarantees
}
message DeleteFieldIndexCollection {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
string field_name = 3; // Field name to delete
optional WriteOrdering ordering = 4; // Write ordering guarantees
}
message PayloadIncludeSelector {
repeated string fields = 1; // List of payload keys to include into result
}
message PayloadExcludeSelector {
repeated string fields = 1; // List of payload keys to exclude from the result
}
message WithPayloadSelector {
oneof selector_options {
bool enable = 1; // If `true` - return all payload, if `false` - none
PayloadIncludeSelector include = 2;
PayloadExcludeSelector exclude = 3;
}
}
message NamedVectors {
map<string, Vector> vectors = 1;
}
message NamedVectorsOutput {
map<string, VectorOutput> vectors = 1;
}
message Vectors {
oneof vectors_options {
Vector vector = 1;
NamedVectors vectors = 2;
}
}
message VectorsOutput {
oneof vectors_options {
VectorOutput vector = 1;
NamedVectorsOutput vectors = 2;
}
}
message VectorsSelector {
repeated string names = 1; // List of vectors to include into result
}
message WithVectorsSelector {
oneof selector_options {
bool enable = 1; // If `true` - return all vectors, if `false` - none
VectorsSelector include = 2; // List of payload keys to include into result
}
}
message QuantizationSearchParams {
/*
If set to true, search will ignore quantized vector data
*/
optional bool ignore = 1;
/*
If true, use original vectors to re-score top-k results. If ignored, qdrant decides automatically does rescore enabled or not.
*/
optional bool rescore = 2;
/*
Oversampling factor for quantization.
Defines how many extra vectors should be pre-selected using quantized index,
and then re-scored using original vectors.
For example, if `oversampling` is 2.4 and `limit` is 100, then 240 vectors will be pre-selected using quantized index,
and then top-100 will be returned after re-scoring.
*/
optional double oversampling = 3;
}
message SearchParams {
/*
Params relevant to HNSW index. Size of the beam in a beam-search.
Larger the value - more accurate the result, more time required for search.
*/
optional uint64 hnsw_ef = 1;
/*
Search without approximation. If set to true, search may run long but with exact results.
*/
optional bool exact = 2;
/*
If set to true, search will ignore quantized vector data
*/
optional QuantizationSearchParams quantization = 3;
/*
If enabled, the engine will only perform search among indexed or small segments.
Using this option prevents slow searches in case of delayed index, but does not
guarantee that all uploaded vectors will be included in search results
*/
optional bool indexed_only = 4;
}
message SearchPoints {
string collection_name = 1; // name of the collection
repeated float vector = 2; // vector
Filter filter = 3; // Filter conditions - return only those points that satisfy the specified conditions
uint64 limit = 4; // Max number of result
reserved 5; // deprecated "with_vector" field
WithPayloadSelector with_payload = 6; // Options for specifying which payload to include or not
SearchParams params = 7; // Search config
optional float score_threshold = 8; // If provided - cut off results with worse scores
optional uint64 offset = 9; // Offset of the result
optional string vector_name = 10; // Which vector to use for search, if not specified - use default vector
optional WithVectorsSelector with_vectors = 11; // Options for specifying which vectors to include into response
optional ReadConsistency read_consistency = 12; // Options for specifying read consistency guarantees
optional uint64 timeout = 13; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ShardKeySelector shard_key_selector = 14; // Specify in which shards to look for the points, if not specified - look in all shards
optional SparseIndices sparse_indices = 15;
}
message SearchBatchPoints {
string collection_name = 1; // Name of the collection
repeated SearchPoints search_points = 2;
optional ReadConsistency read_consistency = 3; // Options for specifying read consistency guarantees
optional uint64 timeout = 4; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message WithLookup {
string collection = 1; // Name of the collection to use for points lookup
optional WithPayloadSelector with_payload = 2; // Options for specifying which payload to include (or not)
optional WithVectorsSelector with_vectors = 3; // Options for specifying which vectors to include (or not)
}
message SearchPointGroups {
string collection_name = 1; // Name of the collection
repeated float vector = 2; // Vector to compare against
Filter filter = 3; // Filter conditions - return only those points that satisfy the specified conditions
uint32 limit = 4; // Max number of result
WithPayloadSelector with_payload = 5; // Options for specifying which payload to include or not
SearchParams params = 6; // Search config
optional float score_threshold = 7; // If provided - cut off results with worse scores
optional string vector_name = 8; // Which vector to use for search, if not specified - use default vector
optional WithVectorsSelector with_vectors = 9; // Options for specifying which vectors to include into response
string group_by = 10; // Payload field to group by, must be a string or number field. If there are multiple values for the field, all of them will be used. One point can be in multiple groups.
uint32 group_size = 11; // Maximum amount of points to return per group
optional ReadConsistency read_consistency = 12; // Options for specifying read consistency guarantees
optional WithLookup with_lookup = 13; // Options for specifying how to use the group id to lookup points in another collection
optional uint64 timeout = 14; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ShardKeySelector shard_key_selector = 15; // Specify in which shards to look for the points, if not specified - look in all shards
optional SparseIndices sparse_indices = 16;
}
enum Direction {
Asc = 0;
Desc = 1;
}
message StartFrom {
oneof value {
double float = 1;
int64 integer = 2;
google.protobuf.Timestamp timestamp = 3;
string datetime = 4;
}
}
message OrderBy {
string key = 1; // Payload key to order by
optional Direction direction = 2; // Ascending or descending order
optional StartFrom start_from = 3; // Start from this value
}
message ScrollPoints {
string collection_name = 1;
Filter filter = 2; // Filter conditions - return only those points that satisfy the specified conditions
optional PointId offset = 3; // Start with this ID
optional uint32 limit = 4; // Max number of result
reserved 5; // deprecated "with_vector" field
WithPayloadSelector with_payload = 6; // Options for specifying which payload to include or not
optional WithVectorsSelector with_vectors = 7; // Options for specifying which vectors to include into response
optional ReadConsistency read_consistency = 8; // Options for specifying read consistency guarantees
optional ShardKeySelector shard_key_selector = 9; // Specify in which shards to look for the points, if not specified - look in all shards
optional OrderBy order_by = 10; // Order the records by a payload field
optional uint64 timeout = 11; // If set, overrides global timeout setting for this request. Unit is seconds.
}
// How to use positive and negative vectors to find the results, default is `AverageVector`.
enum RecommendStrategy {
// Average positive and negative vectors and create a single query with the formula
// `query = avg_pos + avg_pos - avg_neg`. Then performs normal search.
AverageVector = 0;
// Uses custom search objective. Each candidate is compared against all
// examples, its score is then chosen from the `max(max_pos_score, max_neg_score)`.
// If the `max_neg_score` is chosen then it is squared and negated.
BestScore = 1;
}
message LookupLocation {
string collection_name = 1;
optional string vector_name = 2; // Which vector to use for search, if not specified - use default vector
optional ShardKeySelector shard_key_selector = 3; // Specify in which shards to look for the points, if not specified - look in all shards
}
message RecommendPoints {
string collection_name = 1; // name of the collection
repeated PointId positive = 2; // Look for vectors closest to the vectors from these points
repeated PointId negative = 3; // Try to avoid vectors like the vector from these points
Filter filter = 4; // Filter conditions - return only those points that satisfy the specified conditions
uint64 limit = 5; // Max number of result
reserved 6; // deprecated "with_vector" field
WithPayloadSelector with_payload = 7; // Options for specifying which payload to include or not
SearchParams params = 8; // Search config
optional float score_threshold = 9; // If provided - cut off results with worse scores
optional uint64 offset = 10; // Offset of the result
optional string using = 11; // Define which vector to use for recommendation, if not specified - default vector
optional WithVectorsSelector with_vectors = 12; // Options for specifying which vectors to include into response
optional LookupLocation lookup_from = 13; // Name of the collection to use for points lookup, if not specified - use current collection
optional ReadConsistency read_consistency = 14; // Options for specifying read consistency guarantees
optional RecommendStrategy strategy = 16; // How to use the example vectors to find the results
repeated Vector positive_vectors = 17; // Look for vectors closest to those
repeated Vector negative_vectors = 18; // Try to avoid vectors like this
optional uint64 timeout = 19; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ShardKeySelector shard_key_selector = 20; // Specify in which shards to look for the points, if not specified - look in all shards
}
message RecommendBatchPoints {
string collection_name = 1; // Name of the collection
repeated RecommendPoints recommend_points = 2;
optional ReadConsistency read_consistency = 3; // Options for specifying read consistency guarantees
optional uint64 timeout = 4; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message RecommendPointGroups {
string collection_name = 1; // Name of the collection
repeated PointId positive = 2; // Look for vectors closest to the vectors from these points
repeated PointId negative = 3; // Try to avoid vectors like the vector from these points
Filter filter = 4; // Filter conditions - return only those points that satisfy the specified conditions
uint32 limit = 5; // Max number of groups in result
WithPayloadSelector with_payload = 6; // Options for specifying which payload to include or not
SearchParams params = 7; // Search config
optional float score_threshold = 8; // If provided - cut off results with worse scores
optional string using = 9; // Define which vector to use for recommendation, if not specified - default vector
optional WithVectorsSelector with_vectors = 10; // Options for specifying which vectors to include into response
optional LookupLocation lookup_from = 11; // Name of the collection to use for points lookup, if not specified - use current collection
string group_by = 12; // Payload field to group by, must be a string or number field. If there are multiple values for the field, all of them will be used. One point can be in multiple groups.
uint32 group_size = 13; // Maximum amount of points to return per group
optional ReadConsistency read_consistency = 14; // Options for specifying read consistency guarantees
optional WithLookup with_lookup = 15; // Options for specifying how to use the group id to lookup points in another collection
optional RecommendStrategy strategy = 17; // How to use the example vectors to find the results
repeated Vector positive_vectors = 18; // Look for vectors closest to those
repeated Vector negative_vectors = 19; // Try to avoid vectors like this
optional uint64 timeout = 20; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ShardKeySelector shard_key_selector = 21; // Specify in which shards to look for the points, if not specified - look in all shards
}
message TargetVector {
oneof target {
VectorExample single = 1;
// leaving extensibility for possibly adding multi-target
}
}
message VectorExample {
oneof example {
PointId id = 1;
Vector vector = 2;
}
}
message ContextExamplePair {
VectorExample positive = 1;
VectorExample negative = 2;
}
message DiscoverPoints {
string collection_name = 1; // name of the collection
TargetVector target = 2; // Use this as the primary search objective
repeated ContextExamplePair context = 3; // Search will be constrained by these pairs of examples
Filter filter = 4; // Filter conditions - return only those points that satisfy the specified conditions
uint64 limit = 5; // Max number of result
WithPayloadSelector with_payload = 6; // Options for specifying which payload to include or not
SearchParams params = 7; // Search config
optional uint64 offset = 8; // Offset of the result
optional string using = 9; // Define which vector to use for recommendation, if not specified - default vector
optional WithVectorsSelector with_vectors = 10; // Options for specifying which vectors to include into response
optional LookupLocation lookup_from = 11; // Name of the collection to use for points lookup, if not specified - use current collection
optional ReadConsistency read_consistency = 12; // Options for specifying read consistency guarantees
optional uint64 timeout = 13; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ShardKeySelector shard_key_selector = 14; // Specify in which shards to look for the points, if not specified - look in all shards
}
message DiscoverBatchPoints {
string collection_name = 1; // Name of the collection
repeated DiscoverPoints discover_points = 2;
optional ReadConsistency read_consistency = 3; // Options for specifying read consistency guarantees
optional uint64 timeout = 4; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message CountPoints {
string collection_name = 1; // Name of the collection
Filter filter = 2; // Filter conditions - return only those points that satisfy the specified conditions
optional bool exact = 3; // If `true` - return exact count, if `false` - return approximate count
optional ReadConsistency read_consistency = 4; // Options for specifying read consistency guarantees
optional ShardKeySelector shard_key_selector = 5; // Specify in which shards to look for the points, if not specified - look in all shards
optional uint64 timeout = 6; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message RecommendInput {
repeated VectorInput positive = 1; // Look for vectors closest to the vectors from these points
repeated VectorInput negative = 2; // Try to avoid vectors like the vector from these points
optional RecommendStrategy strategy = 3; // How to use the provided vectors to find the results
}
message ContextInputPair {
VectorInput positive = 1; // A positive vector
VectorInput negative = 2; // Repel from this vector
}
message DiscoverInput {
VectorInput target = 1; // Use this as the primary search objective
ContextInput context = 2; // Search space will be constrained by these pairs of vectors
}
message ContextInput {
repeated ContextInputPair pairs = 1; // Search space will be constrained by these pairs of vectors
}
enum Fusion {
RRF = 0; // Reciprocal Rank Fusion
DBSF = 1; // Distribution-Based Score Fusion
}
// Sample points from the collection
//
// Available sampling methods:
//
// * `random` - Random sampling
enum Sample {
Random = 0;
}
message Query {
oneof variant {
VectorInput nearest = 1; // Find the nearest neighbors to this vector.
RecommendInput recommend = 2; // Use multiple positive and negative vectors to find the results.
DiscoverInput discover = 3; // Search for nearest points, but constrain the search space with context
ContextInput context = 4; // Return points that live in positive areas.
OrderBy order_by = 5; // Order the points by a payload field.
Fusion fusion = 6; // Fuse the results of multiple prefetches.
Sample sample = 7; // Sample points from the collection.
}
}
message PrefetchQuery {
repeated PrefetchQuery prefetch = 1; // Sub-requests to perform first. If present, the query will be performed on the results of the prefetches.
optional Query query = 2; // Query to perform. If missing, returns points ordered by their IDs.
optional string using = 3; // Define which vector to use for querying. If missing, the default vector is is used.
optional Filter filter = 4; // Filter conditions - return only those points that satisfy the specified conditions.
optional SearchParams params = 5; // Search params for when there is no prefetch.
optional float score_threshold = 6; // Return points with scores better than this threshold.
optional uint64 limit = 7; // Max number of points. Default is 10
optional LookupLocation lookup_from = 8; // The location to use for IDs lookup, if not specified - use the current collection and the 'using' vector
}
message QueryPoints {
string collection_name = 1; // Name of the collection
repeated PrefetchQuery prefetch = 2; // Sub-requests to perform first. If present, the query will be performed on the results of the prefetches.
optional Query query = 3; // Query to perform. If missing, returns points ordered by their IDs.
optional string using = 4; // Define which vector to use for querying. If missing, the default vector is used.
optional Filter filter = 5; // Filter conditions - return only those points that satisfy the specified conditions.
optional SearchParams params = 6; // Search params for when there is no prefetch.
optional float score_threshold = 7; // Return points with scores better than this threshold.
optional uint64 limit = 8; // Max number of points. Default is 10.
optional uint64 offset = 9; // Offset of the result. Skip this many points. Default is 0.
optional WithVectorsSelector with_vectors = 10; // Options for specifying which vectors to include into the response.
optional WithPayloadSelector with_payload = 11; // Options for specifying which payload to include or not.
optional ReadConsistency read_consistency = 12; // Options for specifying read consistency guarantees.
optional ShardKeySelector shard_key_selector = 13; // Specify in which shards to look for the points, if not specified - look in all shards.
optional LookupLocation lookup_from = 14; // The location to use for IDs lookup, if not specified - use the current collection and the 'using' vector
optional uint64 timeout = 15; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message QueryBatchPoints {
string collection_name = 1;
repeated QueryPoints query_points = 2;
optional ReadConsistency read_consistency = 3; // Options for specifying read consistency guarantees
optional uint64 timeout = 4; // If set, overrides global timeout setting for this request. Unit is seconds.
}
message QueryPointGroups {
string collection_name = 1; // Name of the collection
repeated PrefetchQuery prefetch = 2; // Sub-requests to perform first. If present, the query will be performed on the results of the prefetches.
optional Query query = 3; // Query to perform. If missing, returns points ordered by their IDs.
optional string using = 4; // Define which vector to use for querying. If missing, the default vector is used.
optional Filter filter = 5; // Filter conditions - return only those points that satisfy the specified conditions.
optional SearchParams params = 6; // Search params for when there is no prefetch.
optional float score_threshold = 7; // Return points with scores better than this threshold.
WithPayloadSelector with_payload = 8; // Options for specifying which payload to include or not
optional WithVectorsSelector with_vectors = 9; // Options for specifying which vectors to include into response
optional LookupLocation lookup_from = 10; // The location to use for IDs lookup, if not specified - use the current collection and the 'using' vector
optional uint64 limit = 11; // Max number of points. Default is 3.
optional uint64 group_size = 12; // Maximum amount of points to return per group. Default to 10.
string group_by = 13; // Payload field to group by, must be a string or number field. If there are multiple values for the field, all of them will be used. One point can be in multiple groups.
optional ReadConsistency read_consistency = 14; // Options for specifying read consistency guarantees
optional WithLookup with_lookup = 15; // Options for specifying how to use the group id to lookup points in another collection
optional uint64 timeout = 16; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ShardKeySelector shard_key_selector = 17; // Specify in which shards to look for the points, if not specified - look in all shards
}
message FacetCounts {
string collection_name = 1; // Name of the collection
string key = 2; // Payload key of the facet
optional Filter filter = 3; // Filter conditions - return only those points that satisfy the specified conditions.
optional uint64 limit = 4; // Max number of facets. Default is 10.
optional bool exact = 5; // If true, return exact counts, slower but useful for debugging purposes. Default is false.
optional uint64 timeout = 6; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ReadConsistency read_consistency = 7; // Options for specifying read consistency guarantees
optional ShardKeySelector shard_key_selector = 8; // Specify in which shards to look for the points, if not specified - look in all shards
}
message FacetValue {
oneof variant {
string string_value = 1; // String value from the facet
int64 integer_value = 2; // Integer value from the facet
bool bool_value = 3; // Boolean value from the facet
}
}
message FacetHit {
FacetValue value = 1; // Value from the facet
uint64 count = 2; // Number of points with this value
}
message SearchMatrixPoints {
string collection_name = 1; // Name of the collection
optional Filter filter = 2; // Filter conditions - return only those points that satisfy the specified conditions.
optional uint64 sample = 3; // How many points to select and search within. Default is 10.
optional uint64 limit = 4; // How many neighbours per sample to find. Default is 3.
optional string using = 5; // Define which vector to use for querying. If missing, the default vector is is used.
optional uint64 timeout = 6; // If set, overrides global timeout setting for this request. Unit is seconds.
optional ReadConsistency read_consistency = 7; // Options for specifying read consistency guarantees
optional ShardKeySelector shard_key_selector = 8; // Specify in which shards to look for the points, if not specified - look in all shards
}
message SearchMatrixPairs {
repeated SearchMatrixPair pairs = 1; // List of pairs of points with scores
}
message SearchMatrixPair {
PointId a = 1; // first id of the pair
PointId b = 2; // second id of the pair
float score = 3; // score of the pair
}
message SearchMatrixOffsets {
repeated uint64 offsets_row = 1; // Row indices of the matrix
repeated uint64 offsets_col = 2; // Column indices of the matrix
repeated float scores = 3; // Scores associated with matrix coordinates
repeated PointId ids = 4; // Ids of the points in order
}
message PointsUpdateOperation {
message PointStructList {
repeated PointStruct points = 1;
optional ShardKeySelector shard_key_selector = 2; // Option for custom sharding to specify used shard keys
}
message SetPayload {
map<string, Value> payload = 1;
optional PointsSelector points_selector = 2; // Affected points
optional ShardKeySelector shard_key_selector = 3; // Option for custom sharding to specify used shard keys
optional string key = 4; // Option for indicate property of payload
}
message OverwritePayload {
map<string, Value> payload = 1;
optional PointsSelector points_selector = 2; // Affected points
optional ShardKeySelector shard_key_selector = 3; // Option for custom sharding to specify used shard keys
optional string key = 4; // Option for indicate property of payload
}
message DeletePayload {
repeated string keys = 1;
optional PointsSelector points_selector = 2; // Affected points
optional ShardKeySelector shard_key_selector = 3; // Option for custom sharding to specify used shard keys
}
message UpdateVectors {
repeated PointVectors points = 1; // List of points and vectors to update
optional ShardKeySelector shard_key_selector = 2; // Option for custom sharding to specify used shard keys
}
message DeleteVectors {
PointsSelector points_selector = 1; // Affected points
VectorsSelector vectors = 2; // List of vector names to delete
optional ShardKeySelector shard_key_selector = 3; // Option for custom sharding to specify used shard keys
}
message DeletePoints {
PointsSelector points = 1; // Affected points
optional ShardKeySelector shard_key_selector = 2; // Option for custom sharding to specify used shard keys
}
message ClearPayload {
PointsSelector points = 1; // Affected points
optional ShardKeySelector shard_key_selector = 2; // Option for custom sharding to specify used shard keys
}
oneof operation {
PointStructList upsert = 1;
PointsSelector delete_deprecated = 2 [deprecated=true];
SetPayload set_payload = 3;
OverwritePayload overwrite_payload = 4;
DeletePayload delete_payload = 5;
PointsSelector clear_payload_deprecated = 6 [deprecated=true];
UpdateVectors update_vectors = 7;
DeleteVectors delete_vectors = 8;
DeletePoints delete_points = 9;
ClearPayload clear_payload = 10;
}
}
message UpdateBatchPoints {
string collection_name = 1; // name of the collection
optional bool wait = 2; // Wait until the changes have been applied?
repeated PointsUpdateOperation operations = 3;
optional WriteOrdering ordering = 4; // Write ordering guarantees
}
// ---------------------------------------------
// ---------------- RPC Response ---------------
// ---------------------------------------------
message PointsOperationResponse {
UpdateResult result = 1;
double time = 2; // Time spent to process
}
message UpdateResult {
optional uint64 operation_id = 1; // Number of operation
UpdateStatus status = 2; // Operation status
}
enum UpdateStatus {
UnknownUpdateStatus = 0;
Acknowledged = 1; // Update is received, but not processed yet
Completed = 2; // Update is applied and ready for search
ClockRejected = 3; // Internal: update is rejected due to an outdated clock
}
message OrderValue {
oneof variant {
int64 int = 1;
double float = 2;
}
}
message ScoredPoint {
PointId id = 1; // Point id
map<string, Value> payload = 2; // Payload
float score = 3; // Similarity score
reserved 4; // deprecated "vector" field
uint64 version = 5; // Last update operation applied to this point
optional VectorsOutput vectors = 6; // Vectors to search
optional ShardKey shard_key = 7; // Shard key
optional OrderValue order_value = 8; // Order by value
}
message GroupId {
oneof kind {
// Represents a double value.
uint64 unsigned_value = 1;
// Represents an integer value
int64 integer_value = 2;
// Represents a string value.
string string_value = 3;
}
}
message PointGroup {
GroupId id = 1; // Group id
repeated ScoredPoint hits = 2; // Points in the group
RetrievedPoint lookup = 3; // Point(s) from the lookup collection that matches the group id
}
message GroupsResult {
repeated PointGroup groups = 1; // Groups
}
message SearchResponse {
repeated ScoredPoint result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message QueryResponse {
repeated ScoredPoint result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message QueryBatchResponse {
repeated BatchResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message QueryGroupsResponse {
GroupsResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message BatchResult {
repeated ScoredPoint result = 1;
}
message SearchBatchResponse {
repeated BatchResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message SearchGroupsResponse {
GroupsResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message CountResponse {
CountResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message ScrollResponse {
optional PointId next_page_offset = 1; // Use this offset for the next query
repeated RetrievedPoint result = 2;
double time = 3; // Time spent to process
}
message CountResult {
uint64 count = 1;
}
message RetrievedPoint {
PointId id = 1;
map<string, Value> payload = 2;
reserved 3; // deprecated "vector" field
optional VectorsOutput vectors = 4;
optional ShardKey shard_key = 5; // Shard key
optional OrderValue order_value = 6; // Order-by value
}
message GetResponse {
repeated RetrievedPoint result = 1;
double time = 2; // Time spent to process
}
message RecommendResponse {
repeated ScoredPoint result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message RecommendBatchResponse {
repeated BatchResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message DiscoverResponse {
repeated ScoredPoint result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message DiscoverBatchResponse {
repeated BatchResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message RecommendGroupsResponse {
GroupsResult result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message UpdateBatchResponse {
repeated UpdateResult result = 1;
double time = 2; // Time spent to process
}
message FacetResponse {
repeated FacetHit hits = 1;
double time = 2; // Time spent to process
}
message SearchMatrixPairsResponse {
SearchMatrixPairs result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
message SearchMatrixOffsetsResponse {
SearchMatrixOffsets result = 1;
double time = 2; // Time spent to process
optional HardwareUsage usage = 3;
}
// ---------------------------------------------
// ------------- Filter Conditions -------------
// ---------------------------------------------
message Filter {
repeated Condition should = 1; // At least one of those conditions should match
repeated Condition must = 2; // All conditions must match
repeated Condition must_not = 3; // All conditions must NOT match
optional MinShould min_should = 4; // At least minimum amount of given conditions should match
}
message MinShould {
repeated Condition conditions = 1;
uint64 min_count = 2;
}
message Condition {
oneof condition_one_of {
FieldCondition field = 1;
IsEmptyCondition is_empty = 2;
HasIdCondition has_id = 3;
Filter filter = 4;
IsNullCondition is_null = 5;
NestedCondition nested = 6;
HasVectorCondition has_vector = 7;
}
}
message IsEmptyCondition {
string key = 1;
}
message IsNullCondition {
string key = 1;
}
message HasIdCondition {
repeated PointId has_id = 1;
}
message HasVectorCondition {
string has_vector = 1;
}
message NestedCondition {
string key = 1; // Path to nested object
Filter filter = 2; // Filter condition
}
message FieldCondition {
string key = 1;
Match match = 2; // Check if point has field with a given value
Range range = 3; // Check if points value lies in a given range
GeoBoundingBox geo_bounding_box = 4; // Check if points geolocation lies in a given area
GeoRadius geo_radius = 5; // Check if geo point is within a given radius
ValuesCount values_count = 6; // Check number of values for a specific field
GeoPolygon geo_polygon = 7; // Check if geo point is within a given polygon
DatetimeRange datetime_range = 8; // Check if datetime is within a given range
}
message Match {
oneof match_value {
string keyword = 1; // Match string keyword
int64 integer = 2; // Match integer
bool boolean = 3; // Match boolean
string text = 4; // Match text
RepeatedStrings keywords = 5; // Match multiple keywords
RepeatedIntegers integers = 6; // Match multiple integers
RepeatedIntegers except_integers = 7; // Match any other value except those integers
RepeatedStrings except_keywords = 8; // Match any other value except those keywords
}
}
message RepeatedStrings {
repeated string strings = 1;
}
message RepeatedIntegers {
repeated int64 integers = 1;
}
message Range {
optional double lt = 1;
optional double gt = 2;
optional double gte = 3;
optional double lte = 4;
}
message DatetimeRange {
optional google.protobuf.Timestamp lt = 1;
optional google.protobuf.Timestamp gt = 2;
optional google.protobuf.Timestamp gte = 3;
optional google.protobuf.Timestamp lte = 4;
}
message GeoBoundingBox {
GeoPoint top_left = 1; // north-west corner
GeoPoint bottom_right = 2; // south-east corner
}
message GeoRadius {
GeoPoint center = 1; // Center of the circle
float radius = 2; // In meters
}
message GeoLineString {
repeated GeoPoint points = 1; // Ordered sequence of GeoPoints representing the line
}
// For a valid GeoPolygon, both the exterior and interior GeoLineStrings must consist of a minimum of 4 points.
// Additionally, the first and last points of each GeoLineString must be the same.
message GeoPolygon {
GeoLineString exterior = 1; // The exterior line bounds the surface
repeated GeoLineString interiors = 2; // Interior lines (if present) bound holes within the surface
}
message ValuesCount {
optional uint64 lt = 1;
optional uint64 gt = 2;
optional uint64 gte = 3;
optional uint64 lte = 4;
}
// ---------------------------------------------
// -------------- Points Selector --------------
// ---------------------------------------------
message PointsSelector {
oneof points_selector_one_of {
PointsIdsList points = 1;
Filter filter = 2;
}
}
message PointsIdsList {
repeated PointId ids = 1;
}
// ---------------------------------------------
// ------------------- Point -------------------
// ---------------------------------------------
message PointStruct {
PointId id = 1;
reserved 2; // deprecated "vector" field
map<string, Value> payload = 3;
optional Vectors vectors = 4;
}
message GeoPoint {
double lon = 1;
double lat = 2;
}
// ---------------------------------------------
// ------------ Hardware measurements ----------
// ---------------------------------------------
message HardwareUsage {
uint64 cpu = 1;
}
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