From 145b9ccc85022c65ddbf6f4a1819881ce6088620 Mon Sep 17 00:00:00 2001
From: datelier <57349093+datelier@users.noreply.github.com>
Date: Tue, 20 Aug 2024 12:53:07 +0900
Subject: [PATCH] add Faiss BinaryIndex (#2576)

* add Faiss BinaryIndex

* style: format code with Gofumpt and Prettier

This commit fixes the style issues introduced in 43c35c2 according to the output
from Gofumpt and Prettier.

Details: https://github.com/vdaas/vald/pull/2576

* add nprobe option

* fix memory leak by deleting tmpD

* ensure memory cleanup for tmpD in case of exceptions

---------

Co-authored-by: deepsource-autofix[bot] <62050782+deepsource-autofix[bot]@users.noreply.github.com>
---
 apis/docs/v1/docs.md                          |    1 +
 apis/grpc/v1/payload/payload.pb.go            | 1035 +++++++++--------
 apis/grpc/v1/payload/payload_vtproto.pb.go    |   31 +
 apis/proto/v1/payload/payload.proto           |    2 +
 apis/swagger/v1/vald/filter.swagger.json      |    5 +
 apis/swagger/v1/vald/search.swagger.json      |    5 +
 .../vald-helm-operator/crds/valdrelease.yaml  |    5 +
 charts/vald/values.yaml                       |   12 +-
 cmd/agent/core/faiss/sample.yaml              |    1 +
 docs/tutorial/get-started-with-faiss-agent.md |    1 +
 internal/config/faiss.go                      |    3 +
 internal/core/algorithm/faiss/Capi.cpp        |  333 +++++-
 internal/core/algorithm/faiss/Capi.h          |   69 +-
 internal/core/algorithm/faiss/faiss.go        |   40 +-
 internal/core/algorithm/faiss/option.go       |   22 +
 k8s/operator/helm/crds/valdrelease.yaml       |    5 +
 pkg/agent/core/faiss/handler/grpc/search.go   |    1 +
 pkg/agent/core/faiss/service/faiss.go         |   12 +-
 rust/libs/proto/src/payload.v1.rs             |    3 +
 19 files changed, 1047 insertions(+), 539 deletions(-)

diff --git a/apis/docs/v1/docs.md b/apis/docs/v1/docs.md
index 2289344848..35d72c8e1e 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.                               |
 
 <a name="payload-v1-Search-IDRequest"></a>
 
diff --git a/apis/grpc/v1/payload/payload.pb.go b/apis/grpc/v1/payload/payload.pb.go
index 1d034ff92e..2d53229854 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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@@ -5532,90 +5541,53 @@ var file_v1_payload_payload_proto_rawDesc = []byte{
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 }
 
 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 b2a6c8d654..323b0040c6 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 f49160d381..222008fe7e 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 7cc3dd0b32..ddf4c886eb 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 ada40c7f6f..cf23ad1f06 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/charts/vald-helm-operator/crds/valdrelease.yaml b/charts/vald-helm-operator/crds/valdrelease.yaml
index 14ddee3236..4d5d6a7332 100644
--- a/charts/vald-helm-operator/crds/valdrelease.yaml
+++ b/charts/vald-helm-operator/crds/valdrelease.yaml
@@ -182,6 +182,11 @@ spec:
                           type: integer
                         max_load_index_timeout:
                           type: string
+                        method_type:
+                          type: string
+                          enum:
+                            - ivfpq
+                            - binaryindex
                         metric_type:
                           type: string
                           enum:
diff --git a/charts/vald/values.yaml b/charts/vald/values.yaml
index acbc75da52..807d3f57b1 100644
--- a/charts/vald/values.yaml
+++ b/charts/vald/values.yaml
@@ -2295,18 +2295,22 @@ agent:
     # @schema {"name": "agent.faiss.dimension", "type": "integer", "minimum": 1}
     # agent.faiss.dimension -- vector dimension
     dimension: 4096
+    # @schema {"name": "agent.faiss.method_type", "type": "string", "enum": ["ivfpq", "binaryindex"]}
+    # agent.faiss.method_type -- method type
+    # it should be `ivfpq` or `binaryindex`
+    method_type: ivfpq
     # @schema {"name": "agent.faiss.metric_type", "type": "string", "enum": ["innerproduct", "l2"]}
-    # agent.faiss.metric_type-- metric type
+    # agent.faiss.metric_type -- metric type
     # it should be `innerproduct` or `l2`
     metric_type: l2
     # @schema {"name": "agent.faiss.nlist", "type": "integer"}
-    # agent.faiss.nlist-- nlist
+    # agent.faiss.nlist -- nlist
     nlist: 100
     # @schema {"name": "agent.faiss.m", "type": "integer"}
-    # agent.faiss.m-- m
+    # agent.faiss.m -- m
     m: 8
     # @schema {"name": "agent.faiss.nbits_per_idx", "type": "integer"}
-    # agent.faiss.nbits_per_idx-- nbits_per_idx
+    # agent.faiss.nbits_per_idx -- nbits_per_idx
     nbits_per_idx: 8
     # @schema {"name": "agent.faiss.enable_in_memory_mode", "type": "boolean"}
     # agent.faiss.enable_in_memory_mode -- in-memory mode enabled
diff --git a/cmd/agent/core/faiss/sample.yaml b/cmd/agent/core/faiss/sample.yaml
index 3b8952b365..c964bd2e1e 100644
--- a/cmd/agent/core/faiss/sample.yaml
+++ b/cmd/agent/core/faiss/sample.yaml
@@ -115,6 +115,7 @@ faiss:
   load_index_timeout_factor: 1ms
   m: 8 # dimension % m == 0, train size >= 2^m(or nlist) * minPointsPerCentroid
   max_load_index_timeout: 10m
+  method_type: "ivfpq"
   metric_type: "innerproduct"
   min_load_index_timeout: 3m
   nbits_per_idx: 8
diff --git a/docs/tutorial/get-started-with-faiss-agent.md b/docs/tutorial/get-started-with-faiss-agent.md
index 2997d302b4..3b8dec1ad8 100644
--- a/docs/tutorial/get-started-with-faiss-agent.md
+++ b/docs/tutorial/get-started-with-faiss-agent.md
@@ -60,6 +60,7 @@ In this tutorial, you will deploy the basic configuration of Vald that is consis
        load_index_timeout_factor: 1ms
        m: 8  # dimension % m == 0, train size >= 2^m(or nlist) * minPointsPerCentroid
        max_load_index_timeout: 10m
+       method_type: "ivfpq"
        metric_type: "innerproduct"
        min_load_index_timeout: 3m
        nbits_per_idx: 8
diff --git a/internal/config/faiss.go b/internal/config/faiss.go
index df6f750743..ac71aa9bfa 100644
--- a/internal/config/faiss.go
+++ b/internal/config/faiss.go
@@ -37,6 +37,9 @@ type Faiss struct {
 	// ref: https://github.com/facebookresearch/faiss/wiki/FAQ#can-i-ignore-warning-clustering-xxx-points-to-yyy-centroids
 	NbitsPerIdx int `info:"nbits_per_idx" json:"nbits_per_idx,omitempty" yaml:"nbits_per_idx"`
 
+	// MethodType represents the method type
+	MethodType string `info:"method_type" json:"method_type,omitempty" yaml:"method_type"`
+
 	// MetricType represents the metric type
 	MetricType string `info:"metric_type" json:"metric_type,omitempty" yaml:"metric_type"`
 
diff --git a/internal/core/algorithm/faiss/Capi.cpp b/internal/core/algorithm/faiss/Capi.cpp
index 24fd153eea..fde3041c59 100644
--- a/internal/core/algorithm/faiss/Capi.cpp
+++ b/internal/core/algorithm/faiss/Capi.cpp
@@ -17,7 +17,10 @@
 #include <stdio.h>
 #include <stdlib.h>
 #include <stdbool.h>
+#include <stdint.h>
 #include <iostream>
+#include <faiss/IndexBinaryFlat.h>
+#include <faiss/IndexBinaryIVF.h>
 #include <faiss/IndexFlat.h>
 #include <faiss/IndexIVFPQ.h>
 #include <faiss/impl/AuxIndexStructures.h>
@@ -25,7 +28,36 @@
 #include <faiss/MetricType.h>
 #include "Capi.h"
 
+enum MethodType {
+  IVFPQ = 0,
+  BINARYIVF = 1,
+};
+
 FaissStruct* faiss_create_index(
+    const int d,
+    const int nlist,
+    const int m,
+    const int nbits_per_idx,
+    const int method_type,
+    const int metric_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_create_index_ivfpq(d, nlist, m, nbits_per_idx, metric_type);
+    case BINARYIVF:
+      return faiss_create_index_binaryivf(d*8, nlist);
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return NULL;
+  }
+}
+
+FaissStruct* faiss_create_index_ivfpq(
     const int d,
     const int nlist,
     const int m,
@@ -41,10 +73,8 @@ FaissStruct* faiss_create_index(
     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.";
@@ -66,7 +96,51 @@ FaissStruct* faiss_create_index(
   return st;
 }
 
-FaissStruct* faiss_read_index(const char* fname) {
+FaissStruct* faiss_create_index_binaryivf(
+    const int d,
+    const int nlist) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  FaissStruct *st = NULL;
+  try {
+    faiss::IndexBinaryFlat *quantizer;
+    quantizer = new faiss::IndexBinaryFlat(d);
+    faiss::IndexBinaryIVF *index = new faiss::IndexBinaryIVF(quantizer, d, nlist);
+    //index->verbose = true;
+    st = new FaissStruct{
+      static_cast<FaissQuantizer>(quantizer),
+      static_cast<FaissIndex>(index),
+    };
+  } catch(std::exception &err) {
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+  }
+
+  return st;
+}
+
+FaissStruct* faiss_read_index(const char* fname, const int method_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_read_index_ivfpq(fname);
+    case BINARYIVF:
+      return faiss_read_index_binaryindex(fname);
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return NULL;
+  }
+}
+
+FaissStruct* faiss_read_index_ivfpq(const char* fname) {
   //printf(__FUNCTION__);
   //printf("\n");
   //fflush(stdout);
@@ -86,7 +160,48 @@ FaissStruct* faiss_read_index(const char* fname) {
   return st;
 }
 
+FaissStruct* faiss_read_index_binaryindex(const char* fname) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  FaissStruct *st = NULL;
+  try {
+    st = new FaissStruct{
+      static_cast<FaissQuantizer>(NULL),
+      static_cast<FaissIndex>(faiss::read_index_binary(fname))
+    };
+  } catch(std::exception &err) {
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+  }
+
+  return st;
+}
+
 bool faiss_write_index(
+    const FaissStruct* st,
+    const char* fname,
+    const int method_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_write_index_ivfpq(st, fname);
+    case BINARYIVF:
+      return faiss_write_index_binaryivf(st, fname);
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return false;
+  }
+}
+
+bool faiss_write_index_ivfpq(
     const FaissStruct* st,
     const char* fname) {
   //printf(__FUNCTION__);
@@ -106,7 +221,49 @@ bool faiss_write_index(
   return true;
 }
 
+bool faiss_write_index_binaryivf(
+    const FaissStruct* st,
+    const char* fname) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  try {
+    faiss::write_index_binary(static_cast<faiss::IndexBinaryIVF*>(st->faiss_index), fname);
+  } catch(std::exception &err) {
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+    return false;
+  }
+
+  fflush(stdout);
+  return true;
+}
+
 bool faiss_train(
+    const FaissStruct* st,
+    const int nb,
+    const float* xb,
+    const int method_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_train_ivfpq(st, nb, xb);
+    case BINARYIVF:
+      return faiss_train_binaryivf(st, nb, reinterpret_cast<const uint8_t*>(xb));
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return false;
+  }
+}
+
+bool faiss_train_ivfpq(
     const FaissStruct* st,
     const int nb,
     const float* xb) {
@@ -131,11 +288,55 @@ bool faiss_train(
   return true;
 }
 
+bool faiss_train_binaryivf(
+    const FaissStruct* st,
+    const int nb,
+    const uint8_t* xb) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  try {
+    (static_cast<faiss::IndexBinaryIVF*>(st->faiss_index))->train(nb, xb);
+  } catch(std::exception &err) {
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+    return false;
+  }
+
+  fflush(stdout);
+  return true;
+}
+
 int faiss_add(
     const FaissStruct* st,
     const int nb,
     const float* xb,
-    const long int* xids ) {
+    const long int* xids,
+    const int method_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_add_ivfpq(st, nb, xb, xids);
+    case BINARYIVF:
+      return faiss_add_binaryivf(st, nb, reinterpret_cast<const uint8_t*>(xb), xids);
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return -1;
+  }
+}
+
+int faiss_add_ivfpq(
+    const FaissStruct* st,
+    const int nb,
+    const float* xb,
+    const long int* xids) {
   //printf(__FUNCTION__);
   //printf("\n");
   //fflush(stdout);
@@ -157,9 +358,58 @@ int faiss_add(
   return (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->ntotal;
 }
 
+int faiss_add_binaryivf(
+    const FaissStruct* st,
+    const int nb,
+    const uint8_t* xb,
+    const long int* xids) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  try {
+    (static_cast<faiss::IndexBinaryIVF*>(st->faiss_index))->add_with_ids(nb, xb, xids);
+  } catch(std::exception &err) {
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+    return -1;
+  }
+
+  fflush(stdout);
+  return (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->ntotal;
+}
+
 bool faiss_search(
     const FaissStruct* st,
     const int k,
+    const int nprobe,
+    const int nq,
+    const float* xq,
+    long* I,
+    float* D,
+    const int method_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_search_ivfpq(st, k, nprobe, nq, xq, I, D);
+    case BINARYIVF:
+      return faiss_search_binaryivf(st, k, nprobe, nq, reinterpret_cast<const uint8_t*>(xq), I, D);
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return false;
+  }
+}
+
+bool faiss_search_ivfpq(
+    const FaissStruct* st,
+    const int k,
+    const int nprobe,
     const int nq,
     const float* xq,
     long* I,
@@ -171,6 +421,7 @@ bool faiss_search(
   try {
     //printf("is_trained: %d\n", (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->is_trained);
     //printf("ntotal: %ld\n", (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->ntotal);
+    (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->nprobe = nprobe;
     (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->search(nq, xq, k, D, I);
     //printf("I=\n");
     //for(int i = 0; i < nq; i++) {
@@ -196,7 +447,60 @@ bool faiss_search(
   return true;
 }
 
+bool faiss_search_binaryivf(
+    const FaissStruct* st,
+    const int k,
+    const int nprobe,
+    const int nq,
+    const uint8_t* xq,
+    long* I,
+    float* D) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  int32_t* tmpD = new int32_t[nq*k];
+  try {
+    (static_cast<faiss::IndexBinaryIVF*>(st->faiss_index))->nprobe = nprobe;
+    (static_cast<faiss::IndexBinaryIVF*>(st->faiss_index))->search(nq, xq, k, tmpD, I);
+  } catch(std::exception &err) {
+    delete[] tmpD;
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+    return false;
+  }
+  for(int i = 0; i < nq*k; i++) {
+    D[i] = tmpD[i];
+  }
+  delete[] tmpD;
+
+  return true;
+}
+
 int faiss_remove(
+    const FaissStruct* st,
+    const int size,
+    const long int* ids,
+    const int method_type) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  switch (method_type) {
+    case IVFPQ:
+      return faiss_remove_ivfpq(st, size, ids);
+    case BINARYIVF:
+      return faiss_remove_binaryivf(st, size, ids);
+    default:
+      std::stringstream ss;
+      ss << "Capi : " << __FUNCTION__ << "() : Error: no method type.";
+      std::cerr << ss.str() << std::endl;
+      return -1;
+  }
+}
+
+int faiss_remove_ivfpq(
     const FaissStruct* st,
     const int size,
     const long int* ids) {
@@ -221,6 +525,27 @@ int faiss_remove(
   return (static_cast<faiss::IndexIVFPQ*>(st->faiss_index))->ntotal;
 }
 
+int faiss_remove_binaryivf(
+    const FaissStruct* st,
+    const int size,
+    const long int* ids) {
+  //printf(__FUNCTION__);
+  //printf("\n");
+  //fflush(stdout);
+
+  try {
+    faiss::IDSelectorArray sel(size, ids);
+    (static_cast<faiss::IndexBinaryIVF*>(st->faiss_index))->remove_ids(sel);
+  } catch(std::exception &err) {
+    std::stringstream ss;
+    ss << "Capi : " << __FUNCTION__ << "() : Error: " << err.what();
+    std::cerr << ss.str() << std::endl;
+    return -1;
+  }
+
+  return (static_cast<faiss::IndexBinaryIVF*>(st->faiss_index))->ntotal;
+}
+
 void faiss_free(FaissStruct* st) {
   //printf(__FUNCTION__);
   //printf("\n");
diff --git a/internal/core/algorithm/faiss/Capi.h b/internal/core/algorithm/faiss/Capi.h
index 19938a142a..fbeb655c12 100644
--- a/internal/core/algorithm/faiss/Capi.h
+++ b/internal/core/algorithm/faiss/Capi.h
@@ -20,6 +20,7 @@ extern "C" {
   #include <stdio.h>
   #include <stdlib.h>
   #include <stdbool.h>
+  #include <stdint.h>
 
   typedef void* FaissQuantizer;
   typedef void* FaissIndex;
@@ -33,28 +34,94 @@ extern "C" {
       const int nlist,
       const int m,
       const int nbits_per_idx,
+      const int method_type,
       const int metric_type);
-  FaissStruct* faiss_read_index(const char* fname);
+  FaissStruct* faiss_create_index_ivfpq(
+      const int d,
+      const int nlist,
+      const int m,
+      const int nbits_per_idx,
+      const int metric_type);
+  FaissStruct* faiss_create_index_binaryivf(
+      const int d,
+      const int nlist);
+  FaissStruct* faiss_read_index(const char* fname, const int method_type);
+  FaissStruct* faiss_read_index_ivfpq(const char* fname);
+  FaissStruct* faiss_read_index_binaryindex(const char* fname);
   bool faiss_write_index(
+      const FaissStruct* st,
+      const char* fname,
+      const int method_type);
+  bool faiss_write_index_ivfpq(
+      const FaissStruct* st,
+      const char* fname);
+  bool faiss_write_index_binaryivf(
       const FaissStruct* st,
       const char* fname);
   bool faiss_train(
+      const FaissStruct* st,
+      const int nb,
+      const float* xb,
+      const int method_type);
+  bool faiss_train_ivfpq(
       const FaissStruct* st,
       const int nb,
       const float* xb);
+  bool faiss_train_binaryivf(
+      const FaissStruct* st,
+      const int nb,
+      const uint8_t* xb);
   int faiss_add(
+      const FaissStruct* st,
+      const int nb,
+      const float* xb,
+      const long int* xids,
+      const int method_type);
+  int faiss_add_ivfpq(
       const FaissStruct* st,
       const int nb,
       const float* xb,
       const long int* xids);
+  int faiss_add_binaryivf(
+      const FaissStruct* st,
+      const int nb,
+      const uint8_t* xb,
+      const long int* xids);
   bool faiss_search(
       const FaissStruct* st,
       const int k,
+      const int nprobe,
+      const int nq,
+      const float* xq,
+      long* I,
+      float* D,
+      const int method_type);
+  bool faiss_search_ivfpq(
+      const FaissStruct* st,
+      const int k,
+      const int nprobe,
       const int nq,
       const float* xq,
       long* I,
       float* D);
+  bool faiss_search_binaryivf(
+      const FaissStruct* st,
+      const int k,
+      const int nprobe,
+      const int nq,
+      const uint8_t* xq,
+      long* I,
+      float* D);
   int faiss_remove(
+      const FaissStruct* st,
+      const int size,
+      const long int* ids,
+      const int method_type);
+  int faiss_remove_ivfpq(
+      const FaissStruct* st,
+      const int size,
+      const long int* ids);
+  int faiss_remove_binaryivf(
       const FaissStruct* st,
       const int size,
       const long int* ids);
diff --git a/internal/core/algorithm/faiss/faiss.go b/internal/core/algorithm/faiss/faiss.go
index 167c334861..1a43dbc83b 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)
@@ -62,15 +62,27 @@ type (
 		nlist       C.int
 		m           C.int
 		nbitsPerIdx C.int
+		methodType  methodType
 		metricType  metricType
 		idxPath     string
 		mu          *sync.RWMutex
 	}
 )
 
+// methodType is alias of method type in Faiss(e.g. IVFPQ, BinaryIndex, ...).
+type methodType int
+
 // metricType is alias of metric type in Faiss.
 type metricType int
 
+const (
+	// -------------------------------------------------------------
+	// Method Type Definition
+	// -------------------------------------------------------------
+	IVFPQ = iota
+	BinaryIndex
+)
+
 const (
 	// -------------------------------------------------------------
 	// Metric Type Definition
@@ -82,13 +94,13 @@ const (
 	InnerProduct
 	// L2 is l2 norm.
 	L2
-	// -------------------------------------------------------------.
+	// -------------------------------------------------------------
 
 	// -------------------------------------------------------------
 	// ErrorCode is false
-	// -------------------------------------------------------------.
+	// -------------------------------------------------------------
 	ErrorCode = C._Bool(false)
-	// -------------------------------------------------------------.
+	// -------------------------------------------------------------
 )
 
 // New returns Faiss instance with recreating empty index file.
@@ -122,16 +134,16 @@ func gen(isLoad bool, opts ...Option) (Faiss, error) {
 	if isLoad {
 		path := C.CString(f.idxPath)
 		defer C.free(unsafe.Pointer(path))
-		f.st = C.faiss_read_index(path)
+		f.st = C.faiss_read_index(path, C.int(f.methodType))
 		if f.st == nil {
 			return nil, errors.NewFaissError("faiss load index error")
 		}
 	} else {
 		switch f.metricType {
 		case InnerProduct:
-			f.st = C.faiss_create_index(f.dimension, f.nlist, f.m, f.nbitsPerIdx, C.int(InnerProduct))
+			f.st = C.faiss_create_index(f.dimension, f.nlist, f.m, f.nbitsPerIdx, C.int(f.methodType), C.int(InnerProduct))
 		case L2:
-			f.st = C.faiss_create_index(f.dimension, f.nlist, f.m, f.nbitsPerIdx, C.int(L2))
+			f.st = C.faiss_create_index(f.dimension, f.nlist, f.m, f.nbitsPerIdx, C.int(f.methodType), C.int(L2))
 		default:
 			return nil, errors.NewFaissError("faiss create index error: no metric type")
 		}
@@ -149,7 +161,7 @@ func (f *faiss) SaveIndex() error {
 	defer C.free(unsafe.Pointer(path))
 
 	f.mu.Lock()
-	ret := C.faiss_write_index(f.st, path)
+	ret := C.faiss_write_index(f.st, path, C.int(f.methodType))
 	f.mu.Unlock()
 	if ret == ErrorCode {
 		return errors.NewFaissError("failed to faiss_write_index")
@@ -164,7 +176,7 @@ func (f *faiss) SaveIndexWithPath(idxPath string) error {
 	defer C.free(unsafe.Pointer(path))
 
 	f.mu.Lock()
-	ret := C.faiss_write_index(f.st, path)
+	ret := C.faiss_write_index(f.st, path, C.int(f.methodType))
 	f.mu.Unlock()
 	if ret == ErrorCode {
 		return errors.NewFaissError("failed to faiss_write_index")
@@ -176,7 +188,7 @@ func (f *faiss) SaveIndexWithPath(idxPath string) error {
 // Train trains faiss index.
 func (f *faiss) Train(nb int, xb []float32) error {
 	f.mu.Lock()
-	ret := C.faiss_train(f.st, (C.int)(nb), (*C.float)(&xb[0]))
+	ret := C.faiss_train(f.st, (C.int)(nb), (*C.float)(&xb[0]), C.int(f.methodType))
 	f.mu.Unlock()
 	if ret == ErrorCode {
 		return errors.NewFaissError("failed to faiss_train")
@@ -193,7 +205,7 @@ func (f *faiss) Add(nb int, xb []float32, xids []int64) (int, error) {
 	}
 
 	f.mu.Lock()
-	ntotal := int(C.faiss_add(f.st, (C.int)(nb), (*C.float)(&xb[0]), (*C.long)(&xids[0])))
+	ntotal := int(C.faiss_add(f.st, (C.int)(nb), (*C.float)(&xb[0]), (*C.long)(&xids[0]), C.int(f.methodType)))
 	f.mu.Unlock()
 	if ntotal < 0 {
 		return ntotal, errors.NewFaissError("failed to faiss_add")
@@ -203,7 +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))
 	}
@@ -211,7 +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]))
+	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")
@@ -232,7 +244,7 @@ func (f *faiss) Search(k, nq int, xq []float32) ([]algorithm.SearchResult, error
 // Remove removes from faiss index.
 func (f *faiss) Remove(size int, ids []int64) (int, error) {
 	f.mu.Lock()
-	ntotal := int(C.faiss_remove(f.st, (C.int)(size), (*C.long)(&ids[0])))
+	ntotal := int(C.faiss_remove(f.st, (C.int)(size), (*C.long)(&ids[0]), C.int(f.methodType)))
 	f.mu.Unlock()
 	if ntotal < 0 {
 		return ntotal, errors.NewFaissError("failed to faiss_remove")
diff --git a/internal/core/algorithm/faiss/option.go b/internal/core/algorithm/faiss/option.go
index e7d7b757ed..d426722b27 100644
--- a/internal/core/algorithm/faiss/option.go
+++ b/internal/core/algorithm/faiss/option.go
@@ -38,6 +38,7 @@ var defaultOptions = []Option{
 	WithNlist(100),
 	WithM(8),
 	WithNbitsPerIdx(8),
+	WithMethodType("ivfpq"),
 	WithMetricType("l2"),
 }
 
@@ -90,6 +91,27 @@ func WithNbitsPerIdx(nbitsPerIdx int) Option {
 	}
 }
 
+// WithMethodType represents the option to set the method type for faiss.
+func WithMethodType(methodType string) Option {
+	return func(f *faiss) error {
+		if len(methodType) == 0 {
+			return errors.NewErrIgnoredOption("methodType")
+		}
+
+		switch strings.NewReplacer("-", "", "_", "", " ", "").Replace(strings.ToLower(methodType)) {
+		case "ivfpq":
+			f.methodType = IVFPQ
+		case "binaryindex":
+			f.methodType = BinaryIndex
+		default:
+			err := errors.NewFaissError("unsupported MethodType")
+			return errors.NewErrCriticalOption("methodType", methodType, err)
+		}
+
+		return nil
+	}
+}
+
 // WithMetricType represents the option to set the metric type for faiss.
 func WithMetricType(metricType string) Option {
 	return func(f *faiss) error {
diff --git a/k8s/operator/helm/crds/valdrelease.yaml b/k8s/operator/helm/crds/valdrelease.yaml
index 14ddee3236..4d5d6a7332 100644
--- a/k8s/operator/helm/crds/valdrelease.yaml
+++ b/k8s/operator/helm/crds/valdrelease.yaml
@@ -182,6 +182,11 @@ spec:
                           type: integer
                         max_load_index_timeout:
                           type: string
+                        method_type:
+                          type: string
+                          enum:
+                            - ivfpq
+                            - binaryindex
                         metric_type:
                           type: string
                           enum:
diff --git a/pkg/agent/core/faiss/handler/grpc/search.go b/pkg/agent/core/faiss/handler/grpc/search.go
index 4cbc224384..3140eaeaa6 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 a5b11e4f7c..4d301200a1 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)
@@ -189,6 +189,7 @@ func New(cfg *config.Faiss, opts ...Option) (Faiss, error) {
 		core.WithNlist(cfg.Nlist),
 		core.WithM(cfg.M),
 		core.WithNbitsPerIdx(cfg.NbitsPerIdx),
+		core.WithMethodType(cfg.MethodType),
 		core.WithMetricType(cfg.MetricType),
 	)
 	if err != nil {
@@ -1122,12 +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 40a2c08f78..35b1a3a4aa 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<f32>,
+        /// Search nprobe.
+        #[prost(uint32, tag="11")]
+        pub nprobe: u32,
     }
     /// Represent a search response.
     #[allow(clippy::derive_partial_eq_without_eq)]