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{
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@@ -5503,7 +5512,7 @@ var file_v1_payload_payload_proto_rawDesc = []byte{
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+ 0x42, 0x0b, 0x56, 0x61, 0x6c, 0x64, 0x50, 0x61, 0x79, 0x6c, 0x6f, 0x61, 0x64, 0x50, 0x01, 0x5a,
+ 0x2a, 0x67, 0x69, 0x74, 0x68, 0x75, 0x62, 0x2e, 0x63, 0x6f, 0x6d, 0x2f, 0x76, 0x64, 0x61, 0x61,
+ 0x73, 0x2f, 0x76, 0x61, 0x6c, 0x64, 0x2f, 0x61, 0x70, 0x69, 0x73, 0x2f, 0x67, 0x72, 0x70, 0x63,
+ 0x2f, 0x76, 0x31, 0x2f, 0x70, 0x61, 0x79, 0x6c, 0x6f, 0x61, 0x64, 0xa2, 0x02, 0x07, 0x50, 0x61,
+ 0x79, 0x6c, 0x6f, 0x61, 0x64, 0x62, 0x06, 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)]