diff --git a/apis/docs/v1/docs.md b/apis/docs/v1/docs.md index 22893448488..35d72c8e1e3 100644 --- a/apis/docs/v1/docs.md +++ b/apis/docs/v1/docs.md @@ -894,6 +894,7 @@ Represent search configuration. | min_num | [uint32](#uint32) | | Minimum number of result to be returned. | | aggregation_algorithm | [Search.AggregationAlgorithm](#payload-v1-Search-AggregationAlgorithm) | | Aggregation Algorithm | | ratio | [google.protobuf.FloatValue](#google-protobuf-FloatValue) | | Search ratio for agent return result number. | +| nprobe | [uint32](#uint32) | | Search nprobe. | diff --git a/apis/grpc/v1/payload/payload.pb.go b/apis/grpc/v1/payload/payload.pb.go index 1d034ff92ed..2d53229854f 100644 --- a/apis/grpc/v1/payload/payload.pb.go +++ b/apis/grpc/v1/payload/payload.pb.go @@ -1026,6 +1026,8 @@ type Search_Config struct { AggregationAlgorithm Search_AggregationAlgorithm `protobuf:"varint,9,opt,name=aggregation_algorithm,json=aggregationAlgorithm,proto3,enum=payload.v1.Search_AggregationAlgorithm" json:"aggregation_algorithm,omitempty"` // Search ratio for agent return result number. Ratio *wrapperspb.FloatValue `protobuf:"bytes,10,opt,name=ratio,proto3" json:"ratio,omitempty"` + // Search nprobe. + Nprobe uint32 `protobuf:"varint,11,opt,name=nprobe,proto3" json:"nprobe,omitempty"` } func (x *Search_Config) Reset() { @@ -1130,6 +1132,13 @@ func (x *Search_Config) GetRatio() *wrapperspb.FloatValue { return nil } +func (x *Search_Config) GetNprobe() uint32 { + if x != nil { + return x.Nprobe + } + return 0 +} + // Represent a search response. type Search_Response struct { state protoimpl.MessageState @@ -5467,7 +5476,7 @@ var file_v1_payload_payload_proto_rawDesc = []byte{ 0x6f, 0x74, 0x6f, 0x1a, 0x1e, 0x67, 0x6f, 0x6f, 0x67, 0x6c, 0x65, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x62, 0x75, 0x66, 0x2f, 0x77, 0x72, 0x61, 0x70, 0x70, 0x65, 0x72, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x1a, 0x17, 0x67, 0x6f, 0x6f, 0x67, 0x6c, 0x65, 0x2f, 0x72, 0x70, 0x63, 0x2f, - 0x73, 0x74, 0x61, 0x74, 0x75, 0x73, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x22, 0xa0, 0x0b, 0x0a, + 0x73, 0x74, 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0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33, } var ( @@ -6195,7 +6205,6 @@ var ( (*status.Status)(nil), // 96: google.rpc.Status } ) - var file_v1_payload_payload_proto_depIdxs = []int32{ 21, // 0: payload.v1.Search.Request.config:type_name -> payload.v1.Search.Config 15, // 1: payload.v1.Search.MultiRequest.requests:type_name -> payload.v1.Search.Request diff --git a/apis/grpc/v1/payload/payload_vtproto.pb.go b/apis/grpc/v1/payload/payload_vtproto.pb.go index b2a6c8d6544..323b0040c6c 100644 --- a/apis/grpc/v1/payload/payload_vtproto.pb.go +++ b/apis/grpc/v1/payload/payload_vtproto.pb.go @@ -184,6 +184,7 @@ func (m *Search_Config) CloneVT() *Search_Config { r.MinNum = m.MinNum r.AggregationAlgorithm = m.AggregationAlgorithm r.Ratio = (*wrapperspb.FloatValue)((*wrapperspb1.FloatValue)(m.Ratio).CloneVT()) + r.Nprobe = m.Nprobe if len(m.unknownFields) > 0 { r.unknownFields = make([]byte, len(m.unknownFields)) copy(r.unknownFields, m.unknownFields) @@ -2223,6 +2224,9 @@ func (this *Search_Config) EqualVT(that *Search_Config) bool { if !(*wrapperspb1.FloatValue)(this.Ratio).EqualVT((*wrapperspb1.FloatValue)(that.Ratio)) { return false } + if this.Nprobe != that.Nprobe { + return false + } return string(this.unknownFields) == string(that.unknownFields) } @@ -5166,6 +5170,11 @@ func (m *Search_Config) MarshalToSizedBufferVT(dAtA []byte) (int, error) { i -= len(m.unknownFields) copy(dAtA[i:], m.unknownFields) } + if m.Nprobe != 0 { + i = protohelpers.EncodeVarint(dAtA, i, uint64(m.Nprobe)) + i-- + dAtA[i] = 0x58 + } if m.Ratio != nil { size, err := (*wrapperspb1.FloatValue)(m.Ratio).MarshalToSizedBufferVT(dAtA[:i]) if err != nil { @@ -9783,6 +9792,9 @@ func (m *Search_Config) SizeVT() (n int) { l = (*wrapperspb1.FloatValue)(m.Ratio).SizeVT() n += 1 + l + protohelpers.SizeOfVarint(uint64(l)) } + if m.Nprobe != 0 { + n += 1 + protohelpers.SizeOfVarint(uint64(m.Nprobe)) + } n += len(m.unknownFields) return n } @@ -12382,6 +12394,25 @@ func (m *Search_Config) UnmarshalVT(dAtA []byte) error { return err } iNdEx = postIndex + case 11: + if wireType != 0 { + return fmt.Errorf("proto: wrong wireType = %d for field Nprobe", wireType) + } + m.Nprobe = 0 + for shift := uint(0); ; shift += 7 { + if shift >= 64 { + return protohelpers.ErrIntOverflow + } + if iNdEx >= l { + return io.ErrUnexpectedEOF + } + b := dAtA[iNdEx] + iNdEx++ + m.Nprobe |= uint32(b&0x7F) << shift + if b < 0x80 { + break + } + } default: iNdEx = preIndex skippy, err := protohelpers.Skip(dAtA[iNdEx:]) diff --git a/apis/proto/v1/payload/payload.proto b/apis/proto/v1/payload/payload.proto index f49160d3819..222008fe7e5 100644 --- a/apis/proto/v1/payload/payload.proto +++ b/apis/proto/v1/payload/payload.proto @@ -96,6 +96,8 @@ message Search { AggregationAlgorithm aggregation_algorithm = 9; // Search ratio for agent return result number. google.protobuf.FloatValue ratio = 10; + // Search nprobe. + uint32 nprobe = 11; } // AggregationAlgorithm is enum of each aggregation algorithms diff --git a/apis/swagger/v1/vald/filter.swagger.json b/apis/swagger/v1/vald/filter.swagger.json index 7cc3dd0b32f..ddf4c886eb7 100644 --- a/apis/swagger/v1/vald/filter.swagger.json +++ b/apis/swagger/v1/vald/filter.swagger.json @@ -550,6 +550,11 @@ "type": "number", "format": "float", "description": "Search ratio for agent return result number." + }, + "nprobe": { + "type": "integer", + "format": "int64", + "description": "Search nprobe." } }, "description": "Represent search configuration." diff --git a/apis/swagger/v1/vald/search.swagger.json b/apis/swagger/v1/vald/search.swagger.json index ada40c7f6f5..cf23ad1f068 100644 --- a/apis/swagger/v1/vald/search.swagger.json +++ b/apis/swagger/v1/vald/search.swagger.json @@ -464,6 +464,11 @@ "type": "number", "format": "float", "description": "Search ratio for agent return result number." + }, + "nprobe": { + "type": "integer", + "format": "int64", + "description": "Search nprobe." } }, "description": "Represent search configuration." diff --git a/internal/core/algorithm/faiss/Capi.cpp b/internal/core/algorithm/faiss/Capi.cpp index 4bf22dc3f94..340b8265523 100644 --- a/internal/core/algorithm/faiss/Capi.cpp +++ b/internal/core/algorithm/faiss/Capi.cpp @@ -47,10 +47,8 @@ FaissStruct* faiss_create_index( switch (method_type) { case IVFPQ: return faiss_create_index_ivfpq(d, nlist, m, nbits_per_idx, metric_type); - break; case BINARYIVF: return faiss_create_index_binaryivf(d*8, nlist); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; @@ -75,10 +73,8 @@ FaissStruct* faiss_create_index_ivfpq( switch (metric_type) { case faiss::METRIC_INNER_PRODUCT: quantizer = new faiss::IndexFlat(d, faiss::METRIC_INNER_PRODUCT); - break; case faiss::METRIC_L2: quantizer = new faiss::IndexFlat(d, faiss::METRIC_L2); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no metric type."; @@ -134,10 +130,8 @@ FaissStruct* faiss_read_index(const char* fname, const int method_type) { switch (method_type) { case IVFPQ: return faiss_read_index_ivfpq(fname); - break; case BINARYIVF: return faiss_read_index_binaryindex(fname); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; @@ -197,10 +191,8 @@ bool faiss_write_index( switch (method_type) { case IVFPQ: return faiss_write_index_ivfpq(st, fname); - break; case BINARYIVF: return faiss_write_index_binaryivf(st, fname); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; @@ -261,10 +253,8 @@ bool faiss_train( switch (method_type) { case IVFPQ: return faiss_train_ivfpq(st, nb, xb); - break; case BINARYIVF: return faiss_train_binaryivf(st, nb, reinterpret_cast(xb)); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; @@ -332,10 +322,8 @@ int faiss_add( switch (method_type) { case IVFPQ: return faiss_add_ivfpq(st, nb, xb, xids); - break; case BINARYIVF: return faiss_add_binaryivf(st, nb, reinterpret_cast(xb), xids); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; @@ -395,6 +383,7 @@ int faiss_add_binaryivf( bool faiss_search( const FaissStruct* st, const int k, + const int nprobe, const int nq, const float* xq, long* I, @@ -406,11 +395,9 @@ bool faiss_search( switch (method_type) { case IVFPQ: - return faiss_search_ivfpq(st, k, nq, xq, I, D); - break; + return faiss_search_ivfpq(st, k, nprobe, nq, xq, I, D); case BINARYIVF: - return faiss_search_binaryivf(st, k, nq, reinterpret_cast(xq), I, D); - break; + return faiss_search_binaryivf(st, k, nprobe, nq, reinterpret_cast(xq), I, D); default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; @@ -422,6 +409,7 @@ bool faiss_search( bool faiss_search_ivfpq( const FaissStruct* st, const int k, + const int nprobe, const int nq, const float* xq, long* I, @@ -433,6 +421,7 @@ bool faiss_search_ivfpq( try { //printf("is_trained: %d\n", (static_cast(st->faiss_index))->is_trained); //printf("ntotal: %ld\n", (static_cast(st->faiss_index))->ntotal); + (static_cast(st->faiss_index))->nprobe = nprobe; (static_cast(st->faiss_index))->search(nq, xq, k, D, I); //printf("I=\n"); //for(int i = 0; i < nq; i++) { @@ -461,6 +450,7 @@ bool faiss_search_ivfpq( bool faiss_search_binaryivf( const FaissStruct* st, const int k, + const int nprobe, const int nq, const uint8_t* xq, long* I, @@ -471,6 +461,7 @@ bool faiss_search_binaryivf( int32_t* tmpD = new int32_t[nq*k]; try { + (static_cast(st->faiss_index))->nprobe = nprobe; (static_cast(st->faiss_index))->search(nq, xq, k, tmpD, I); } catch(std::exception &err) { std::stringstream ss; @@ -497,10 +488,8 @@ int faiss_remove( switch (method_type) { case IVFPQ: return faiss_remove_ivfpq(st, size, ids); - break; case BINARYIVF: return faiss_remove_binaryivf(st, size, ids); - break; default: std::stringstream ss; ss << "Capi : " << __FUNCTION__ << "() : Error: no method type."; diff --git a/internal/core/algorithm/faiss/Capi.h b/internal/core/algorithm/faiss/Capi.h index aafbe5c93b9..fbeb655c12a 100644 --- a/internal/core/algorithm/faiss/Capi.h +++ b/internal/core/algorithm/faiss/Capi.h @@ -90,6 +90,7 @@ extern "C" { bool faiss_search( const FaissStruct* st, const int k, + const int nprobe, const int nq, const float* xq, long* I, @@ -98,6 +99,7 @@ extern "C" { bool faiss_search_ivfpq( const FaissStruct* st, const int k, + const int nprobe, const int nq, const float* xq, long* I, @@ -105,6 +107,7 @@ extern "C" { bool faiss_search_binaryivf( const FaissStruct* st, const int k, + const int nprobe, const int nq, const uint8_t* xq, long* I, diff --git a/internal/core/algorithm/faiss/faiss.go b/internal/core/algorithm/faiss/faiss.go index ed298a12e3b..1a43dbc83bd 100644 --- a/internal/core/algorithm/faiss/faiss.go +++ b/internal/core/algorithm/faiss/faiss.go @@ -47,7 +47,7 @@ type ( Add(nb int, xb []float32, xids []int64) (int, error) // Search returns search result as []algorithm.SearchResult. - Search(k, nq int, xq []float32) ([]algorithm.SearchResult, error) + Search(k, nprobe, nq int, xq []float32) ([]algorithm.SearchResult, error) // Remove removes from faiss index. Remove(size int, ids []int64) (int, error) @@ -215,7 +215,7 @@ func (f *faiss) Add(nb int, xb []float32, xids []int64) (int, error) { } // Search returns search result as []algorithm.SearchResult. -func (f *faiss) Search(k, nq int, xq []float32) ([]algorithm.SearchResult, error) { +func (f *faiss) Search(k, nprobe, nq int, xq []float32) ([]algorithm.SearchResult, error) { if len(xq) != nq*int(f.dimension) { return nil, errors.ErrIncompatibleDimensionSize(len(xq), int(f.dimension)) } @@ -223,7 +223,7 @@ func (f *faiss) Search(k, nq int, xq []float32) ([]algorithm.SearchResult, error I := make([]int64, k*nq) D := make([]float32, k*nq) f.mu.RLock() - ret := C.faiss_search(f.st, (C.int)(k), (C.int)(nq), (*C.float)(&xq[0]), (*C.long)(&I[0]), (*C.float)(&D[0]), C.int(f.methodType)) + ret := C.faiss_search(f.st, (C.int)(k), (C.int)(nprobe), (C.int)(nq), (*C.float)(&xq[0]), (*C.long)(&I[0]), (*C.float)(&D[0]), C.int(f.methodType)) f.mu.RUnlock() if ret == ErrorCode { return nil, errors.NewFaissError("failed to faiss_search") diff --git a/pkg/agent/core/faiss/handler/grpc/search.go b/pkg/agent/core/faiss/handler/grpc/search.go index 4cbc2243842..3140eaeaa6a 100644 --- a/pkg/agent/core/faiss/handler/grpc/search.go +++ b/pkg/agent/core/faiss/handler/grpc/search.go @@ -69,6 +69,7 @@ func (s *server) Search( } res, err = s.faiss.Search( req.GetConfig().GetNum(), + req.GetConfig().GetNprobe(), 1, req.GetVector()) if err == nil && res == nil { diff --git a/pkg/agent/core/faiss/service/faiss.go b/pkg/agent/core/faiss/service/faiss.go index ae612488950..4d301200a16 100644 --- a/pkg/agent/core/faiss/service/faiss.go +++ b/pkg/agent/core/faiss/service/faiss.go @@ -57,7 +57,7 @@ type ( CreateIndex(ctx context.Context) error SaveIndex(ctx context.Context) error CreateAndSaveIndex(ctx context.Context) error - Search(k, nq uint32, xq []float32) (*payload.Search_Response, error) + Search(k, nprobe, nq uint32, xq []float32) (*payload.Search_Response, error) Delete(uuid string) error DeleteWithTime(uuid string, t int64) error Exists(uuid string) (uint32, bool) @@ -1123,12 +1123,17 @@ func (f *faiss) CreateAndSaveIndex(ctx context.Context) error { return f.SaveIndex(ctx) } -func (f *faiss) Search(k, nq uint32, xq []float32) (res *payload.Search_Response, err error) { +func (f *faiss) Search( + k, nprobe, nq uint32, xq []float32, +) (res *payload.Search_Response, err error) { if f.IsIndexing() { return nil, errors.ErrCreateIndexingIsInProgress } + if nprobe == 0 { + nprobe = 1 + } - sr, err := f.core.Search(int(k), int(nq), xq) + sr, err := f.core.Search(int(k), int(nprobe), int(nq), xq) if err != nil { if f.IsIndexing() { return nil, errors.ErrCreateIndexingIsInProgress diff --git a/rust/libs/proto/src/payload.v1.rs b/rust/libs/proto/src/payload.v1.rs index 40a2c08f78d..35b1a3a4aa3 100644 --- a/rust/libs/proto/src/payload.v1.rs +++ b/rust/libs/proto/src/payload.v1.rs @@ -113,6 +113,9 @@ pub mod search { /// Search ratio for agent return result number. #[prost(message, optional, tag="10")] pub ratio: ::core::option::Option, + /// Search nprobe. + #[prost(uint32, tag="11")] + pub nprobe: u32, } /// Represent a search response. #[allow(clippy::derive_partial_eq_without_eq)]