mirror of
https://gitee.com/milvus-io/milvus.git
synced 2025-12-07 09:38:39 +08:00
The Out of Memory (OOM) error occurs because a handler retains the entire ImportRecordBatch in memory. Consequently, even when child arrays within the batch are flushed, the memory for the complete batch is not released. We temporarily fixed by deep copying record batch in #43724. The proposed fix is to split the RecordBatch into smaller sub-batches by column group. These sub-batches will be transferred via CGO, then reassembled before being written to storage using the Storage V2 API. Thus we can achieve zero-copy and only transferring references in CGO. related: #43310 Signed-off-by: shaoting-huang <shaoting.huang@zilliz.com>
147 lines
5.5 KiB
Go
147 lines
5.5 KiB
Go
// Copyright 2023 Zilliz
|
|
//
|
|
// 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 packed
|
|
|
|
/*
|
|
#cgo pkg-config: milvus_core
|
|
|
|
#include <stdlib.h>
|
|
#include "segcore/packed_writer_c.h"
|
|
#include "segcore/column_groups_c.h"
|
|
#include "arrow/c/abi.h"
|
|
#include "arrow/c/helpers.h"
|
|
*/
|
|
import "C"
|
|
|
|
import (
|
|
"unsafe"
|
|
|
|
"github.com/apache/arrow/go/v17/arrow"
|
|
"github.com/apache/arrow/go/v17/arrow/cdata"
|
|
"github.com/cockroachdb/errors"
|
|
|
|
"github.com/milvus-io/milvus/internal/storagecommon"
|
|
"github.com/milvus-io/milvus/pkg/v2/proto/indexpb"
|
|
)
|
|
|
|
func NewPackedWriter(filePaths []string, schema *arrow.Schema, bufferSize int64, multiPartUploadSize int64, columnGroups []storagecommon.ColumnGroup, storageConfig *indexpb.StorageConfig) (*PackedWriter, error) {
|
|
cFilePaths := make([]*C.char, len(filePaths))
|
|
for i, path := range filePaths {
|
|
cFilePaths[i] = C.CString(path)
|
|
defer C.free(unsafe.Pointer(cFilePaths[i]))
|
|
}
|
|
cFilePathsArray := (**C.char)(unsafe.Pointer(&cFilePaths[0]))
|
|
cNumPaths := C.int64_t(len(filePaths))
|
|
|
|
var cas cdata.CArrowSchema
|
|
cdata.ExportArrowSchema(schema, &cas)
|
|
cSchema := (*C.struct_ArrowSchema)(unsafe.Pointer(&cas))
|
|
defer cdata.ReleaseCArrowSchema(&cas)
|
|
|
|
cBufferSize := C.int64_t(bufferSize)
|
|
|
|
cMultiPartUploadSize := C.int64_t(multiPartUploadSize)
|
|
|
|
cColumnGroups := C.NewCColumnGroups()
|
|
for _, group := range columnGroups {
|
|
cGroup := C.malloc(C.size_t(len(group.Columns)) * C.size_t(unsafe.Sizeof(C.int(0))))
|
|
if cGroup == nil {
|
|
return nil, errors.New("failed to allocate memory for column groups")
|
|
}
|
|
cGroupSlice := (*[1 << 30]C.int)(cGroup)[:len(group.Columns):len(group.Columns)]
|
|
for i, val := range group.Columns {
|
|
cGroupSlice[i] = C.int(val)
|
|
}
|
|
C.AddCColumnGroup(cColumnGroups, (*C.int)(cGroup), C.int(len(group.Columns)))
|
|
C.free(cGroup)
|
|
}
|
|
|
|
var cPackedWriter C.CPackedWriter
|
|
var status C.CStatus
|
|
|
|
if storageConfig != nil {
|
|
cStorageConfig := C.CStorageConfig{
|
|
address: C.CString(storageConfig.GetAddress()),
|
|
bucket_name: C.CString(storageConfig.GetBucketName()),
|
|
access_key_id: C.CString(storageConfig.GetAccessKeyID()),
|
|
access_key_value: C.CString(storageConfig.GetSecretAccessKey()),
|
|
root_path: C.CString(storageConfig.GetRootPath()),
|
|
storage_type: C.CString(storageConfig.GetStorageType()),
|
|
cloud_provider: C.CString(storageConfig.GetCloudProvider()),
|
|
iam_endpoint: C.CString(storageConfig.GetIAMEndpoint()),
|
|
log_level: C.CString("warn"),
|
|
useSSL: C.bool(storageConfig.GetUseSSL()),
|
|
sslCACert: C.CString(storageConfig.GetSslCACert()),
|
|
useIAM: C.bool(storageConfig.GetUseIAM()),
|
|
region: C.CString(storageConfig.GetRegion()),
|
|
useVirtualHost: C.bool(storageConfig.GetUseVirtualHost()),
|
|
requestTimeoutMs: C.int64_t(storageConfig.GetRequestTimeoutMs()),
|
|
gcp_credential_json: C.CString(storageConfig.GetGcpCredentialJSON()),
|
|
use_custom_part_upload: true,
|
|
}
|
|
defer C.free(unsafe.Pointer(cStorageConfig.address))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.bucket_name))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.access_key_id))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.access_key_value))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.root_path))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.storage_type))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.cloud_provider))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.iam_endpoint))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.log_level))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.sslCACert))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.region))
|
|
defer C.free(unsafe.Pointer(cStorageConfig.gcp_credential_json))
|
|
status = C.NewPackedWriterWithStorageConfig(cSchema, cBufferSize, cFilePathsArray, cNumPaths, cMultiPartUploadSize, cColumnGroups, cStorageConfig, &cPackedWriter)
|
|
} else {
|
|
status = C.NewPackedWriter(cSchema, cBufferSize, cFilePathsArray, cNumPaths, cMultiPartUploadSize, cColumnGroups, &cPackedWriter)
|
|
}
|
|
if err := ConsumeCStatusIntoError(&status); err != nil {
|
|
return nil, err
|
|
}
|
|
return &PackedWriter{cPackedWriter: cPackedWriter}, nil
|
|
}
|
|
|
|
func (pw *PackedWriter) WriteRecordBatch(recordBatch arrow.Record) error {
|
|
cArrays := make([]CArrowArray, recordBatch.NumCols())
|
|
cSchemas := make([]CArrowSchema, recordBatch.NumCols())
|
|
|
|
for i := range recordBatch.NumCols() {
|
|
var caa cdata.CArrowArray
|
|
var cas cdata.CArrowSchema
|
|
cdata.ExportArrowArray(recordBatch.Column(int(i)), &caa, &cas)
|
|
cArrays[i] = *(*CArrowArray)(unsafe.Pointer(&caa))
|
|
cSchemas[i] = *(*CArrowSchema)(unsafe.Pointer(&cas))
|
|
}
|
|
|
|
var cas cdata.CArrowSchema
|
|
cdata.ExportArrowSchema(recordBatch.Schema(), &cas)
|
|
cSchema := (*C.struct_ArrowSchema)(unsafe.Pointer(&cas))
|
|
|
|
status := C.WriteRecordBatch(pw.cPackedWriter, &cArrays[0], &cSchemas[0], cSchema)
|
|
if err := ConsumeCStatusIntoError(&status); err != nil {
|
|
return err
|
|
}
|
|
|
|
return nil
|
|
}
|
|
|
|
func (pw *PackedWriter) Close() error {
|
|
status := C.CloseWriter(pw.cPackedWriter)
|
|
if err := ConsumeCStatusIntoError(&status); err != nil {
|
|
return err
|
|
}
|
|
return nil
|
|
}
|