// Copyright (C) 2019-2020 Zilliz. All rights reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance // with the License. You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software distributed under the License // is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express // or implied. See the License for the specific language governing permissions and limitations under the License. package indexnode /* #cgo CFLAGS: -I${SRCDIR}/../core/output/include #cgo LDFLAGS: -L${SRCDIR}/../core/output/lib -lmilvus_indexbuilder -Wl,-rpath=${SRCDIR}/../core/output/lib #include // free #include "segcore/collection_c.h" #include "indexbuilder/index_c.h" */ import "C" import ( "fmt" "unsafe" "go.uber.org/zap" "github.com/golang/protobuf/proto" "github.com/milvus-io/milvus/internal/log" "github.com/milvus-io/milvus/internal/proto/commonpb" "github.com/milvus-io/milvus/internal/proto/indexcgopb" "github.com/milvus-io/milvus/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) { var cBinary C.CBinary status := C.SerializeToSlicedBuffer(index.indexPtr, &cBinary) defer C.DeleteCBinary(cBinary) errorCode := status.error_code if errorCode != 0 { errorMsg := C.GoString(status.error_msg) defer C.free(unsafe.Pointer(status.error_msg)) return nil, fmt.Errorf("SerializeToSlicedBuffer failed, C runtime error detected, error code = %d, err msg = %s", errorCode, errorMsg) } binarySize := C.GetCBinarySize(cBinary) binaryData := make([]byte, binarySize) C.GetCBinaryData(cBinary, unsafe.Pointer(&binaryData[0])) var blobs indexcgopb.BinarySet err := proto.Unmarshal(binaryData, &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, err2 := proto.Marshal(binarySet) if err2 != nil { return err2 } /* CStatus LoadFromSlicedBuffer(CIndex index, const char* serialized_sliced_blob_buffer, int32_t size); */ status := C.LoadFromSlicedBuffer(index.indexPtr, (*C.char)(unsafe.Pointer(&datas[0])), (C.int32_t)(len(datas))) errorCode := status.error_code if errorCode != 0 { errorMsg := C.GoString(status.error_msg) defer C.free(unsafe.Pointer(status.error_msg)) return fmt.Errorf("BuildFloatVecIndexWithoutIds failed, C runtime error detected, error code = %d, err msg = %s", errorCode, errorMsg) } return nil } func (index *CIndex) BuildFloatVecIndexWithoutIds(vectors []float32) error { /* CStatus BuildFloatVecIndexWithoutIds(CIndex index, int64_t float_value_num, const float* vectors); */ log.Debug("before BuildFloatVecIndexWithoutIds") status := C.BuildFloatVecIndexWithoutIds(index.indexPtr, (C.int64_t)(len(vectors)), (*C.float)(&vectors[0])) errorCode := status.error_code if errorCode != 0 { errorMsg := C.GoString(status.error_msg) log.Debug("indexnode", zap.String("BuildFloatVecIndexWithoutIds error msg: ", errorMsg)) defer C.free(unsafe.Pointer(status.error_msg)) return fmt.Errorf("BuildFloatVecIndexWithoutIds failed, C runtime error detected, error code = %d, err msg = %s", errorCode, errorMsg) } return nil } func (index *CIndex) BuildBinaryVecIndexWithoutIds(vectors []byte) error { /* CStatus BuildBinaryVecIndexWithoutIds(CIndex index, int64_t data_size, const uint8_t* vectors); */ status := C.BuildBinaryVecIndexWithoutIds(index.indexPtr, (C.int64_t)(len(vectors)), (*C.uint8_t)(&vectors[0])) errorCode := status.error_code if errorCode != 0 { errorMsg := C.GoString(status.error_msg) defer C.free(unsafe.Pointer(status.error_msg)) return fmt.Errorf("BuildBinaryVecIndexWithoutIds failed, C runtime error detected, error code = %d, err msg = %s", errorCode, errorMsg) } return nil } func (index *CIndex) Delete() error { /* void DeleteIndex(CIndex index); */ C.DeleteIndex(index.indexPtr) // TODO: check if index.indexPtr will be released by golang, though it occupies little memory // C.free(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 := proto.MarshalTextString(protoTypeParams) 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 := proto.MarshalTextString(protoIndexParams) typeParamsPointer := C.CString(typeParamsStr) indexParamsPointer := C.CString(indexParamsStr) defer C.free(unsafe.Pointer(typeParamsPointer)) defer C.free(unsafe.Pointer(indexParamsPointer)) /* CStatus CreateIndex(const char* serialized_type_params, const char* serialized_index_params, CIndex* res_index); */ var indexPtr C.CIndex log.Debug("before create index ...") status := C.CreateIndex(typeParamsPointer, indexParamsPointer, &indexPtr) log.Debug("after create index ...") errorCode := status.error_code if errorCode != 0 { errorMsg := C.GoString(status.error_msg) log.Debug("indexnode", zap.String("create index error msg", errorMsg)) defer C.free(unsafe.Pointer(status.error_msg)) return nil, fmt.Errorf(" failed, C runtime error detected, error code = %d, err msg = %s", errorCode, errorMsg) } return &CIndex{ indexPtr: indexPtr, }, nil }