milvus/internal/indexbuilder/index.go
dragondriver 11cef6e978 Add support to build binary index
Signed-off-by: dragondriver <jiquan.long@zilliz.com>
2020-12-28 10:00:02 +08:00

140 lines
3.7 KiB
Go

package indexbuilder
/*
#cgo CFLAGS: -I${SRCDIR}/../core/output/include
#cgo LDFLAGS: -L${SRCDIR}/../core/output/lib -lmilvus_indexbuilder -Wl,-rpath=${SRCDIR}/../core/output/lib
#include <stdlib.h> // free
#include "segcore/collection_c.h"
#include "indexbuilder/index_c.h"
*/
import "C"
import (
"unsafe"
"github.com/golang/protobuf/proto"
"github.com/zilliztech/milvus-distributed/internal/proto/commonpb"
"github.com/zilliztech/milvus-distributed/internal/proto/indexcgopb"
"github.com/zilliztech/milvus-distributed/internal/storage"
)
// TODO: use storage.Blob instead later
type Blob = storage.Blob
type Index interface {
Serialize() ([]*Blob, error)
Load([]*Blob) error
BuildFloatVecIndexWithoutIds(vectors []float32) error
BuildBinaryVecIndexWithoutIds(vectors []byte) error
Delete() error
}
type CIndex struct {
indexPtr C.CIndex
}
func (index *CIndex) Serialize() ([]*Blob, error) {
/*
char*
SerializeToSlicedBuffer(CIndex index, int32_t* buffer_size);
*/
var bufferSize int32
var cDumpedSlicedBuffer *C.char = C.SerializeToSlicedBuffer(index.indexPtr, (*C.int32_t)(unsafe.Pointer(&bufferSize)))
defer C.free(unsafe.Pointer(cDumpedSlicedBuffer))
dumpedSlicedBuffer := C.GoBytes(unsafe.Pointer(cDumpedSlicedBuffer), (C.int32_t)(bufferSize))
var blobs indexcgopb.BinarySet
err := proto.Unmarshal(dumpedSlicedBuffer, &blobs)
if err != nil {
return nil, err
}
ret := make([]*Blob, 0)
for _, data := range blobs.Datas {
ret = append(ret, &Blob{Key: data.Key, Value: data.Value})
}
return ret, nil
}
func (index *CIndex) Load(blobs []*Blob) error {
binarySet := &indexcgopb.BinarySet{Datas: make([]*indexcgopb.Binary, 0)}
for _, blob := range blobs {
binarySet.Datas = append(binarySet.Datas, &indexcgopb.Binary{Key: blob.Key, Value: blob.Value})
}
datas, err := proto.Marshal(binarySet)
if err != nil {
return err
}
/*
void
LoadFromSlicedBuffer(CIndex index, const char* serialized_sliced_blob_buffer, int32_t size);
*/
C.LoadFromSlicedBuffer(index.indexPtr, (*C.char)(unsafe.Pointer(&datas[0])), (C.int32_t)(len(datas)))
return nil
}
func (index *CIndex) BuildFloatVecIndexWithoutIds(vectors []float32) error {
/*
void
BuildFloatVecIndexWithoutIds(CIndex index, int64_t float_value_num, const float* vectors);
*/
C.BuildFloatVecIndexWithoutIds(index.indexPtr, (C.int64_t)(len(vectors)), (*C.float)(&vectors[0]))
return nil
}
func (index *CIndex) BuildBinaryVecIndexWithoutIds(vectors []byte) error {
/*
void
BuildBinaryVecIndexWithoutIds(CIndex index, int64_t data_size, const uint8_t* vectors);
*/
C.BuildBinaryVecIndexWithoutIds(index.indexPtr, (C.int64_t)(len(vectors)), (*C.uint8_t)(&vectors[0]))
return nil
}
func (index *CIndex) Delete() error {
/*
void
DeleteIndex(CIndex index);
*/
C.DeleteIndex(index.indexPtr)
return nil
}
func NewCIndex(typeParams, indexParams map[string]string) (Index, error) {
protoTypeParams := &indexcgopb.TypeParams{
Params: make([]*commonpb.KeyValuePair, 0),
}
for key, value := range typeParams {
protoTypeParams.Params = append(protoTypeParams.Params, &commonpb.KeyValuePair{Key: key, Value: value})
}
typeParamsStr, err := proto.Marshal(protoTypeParams)
if err != nil {
return nil, err
}
protoIndexParams := &indexcgopb.IndexParams{
Params: make([]*commonpb.KeyValuePair, 0),
}
for key, value := range indexParams {
protoIndexParams.Params = append(protoIndexParams.Params, &commonpb.KeyValuePair{Key: key, Value: value})
}
indexParamsStr, err := proto.Marshal(protoIndexParams)
if err != nil {
return nil, err
}
/*
CIndex
CreateIndex(const char* serialized_type_params, const char* serialized_index_params);
*/
return &CIndex{
indexPtr: C.CreateIndex((*C.char)(unsafe.Pointer(&typeParamsStr[0])), (*C.char)(unsafe.Pointer(&indexParamsStr[0]))),
}, nil
}