mirror of
https://gitee.com/milvus-io/milvus.git
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a05a37a583
Native support for Google cloud storage using the Google Cloud Storage libraries. Authentication is performed using GCS service account credentials JSON. Currently, Milvus supports Google Cloud Storage using S3-compatible APIs via the AWS SDK. This approach has the following limitations: 1. Overhead: Translating requests between S3-compatible APIs and GCS can introduce additional overhead. 2. Compatibility Limitations: Some features of the original S3 API may not fully translate or work as expected with GCS. To address these limitations, This enhancement is needed. Related Issue: #36212
690 lines
18 KiB
Go
690 lines
18 KiB
Go
// Licensed to the LF AI & Data foundation under one
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// or more contributor license agreements. See the NOTICE file
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// distributed with this work for additional information
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// regarding copyright ownership. The ASF licenses this file
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// to you under the Apache License, Version 2.0 (the
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// "License"); you may not use this file except in compliance
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// with the License. You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package indexnode
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import (
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"context"
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"os"
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"strconv"
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"testing"
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"time"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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"github.com/stretchr/testify/suite"
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"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/metastore/kv/binlog"
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"github.com/milvus-io/milvus/internal/proto/datapb"
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"github.com/milvus-io/milvus/internal/proto/indexpb"
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"github.com/milvus-io/milvus/internal/proto/workerpb"
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"github.com/milvus-io/milvus/internal/storage"
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"github.com/milvus-io/milvus/pkg/util/merr"
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"github.com/milvus-io/milvus/pkg/util/paramtable"
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)
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func TestComponentState(t *testing.T) {
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var (
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factory = &mockFactory{
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chunkMgr: &mockChunkmgr{},
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}
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ctx = context.TODO()
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)
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paramtable.Init()
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in := NewIndexNode(ctx, factory)
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in.SetEtcdClient(getEtcdClient())
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state, err := in.GetComponentStates(ctx, nil)
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assert.NoError(t, err)
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assert.Equal(t, state.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
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assert.Equal(t, state.State.StateCode, commonpb.StateCode_Abnormal)
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assert.Nil(t, in.Init())
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state, err = in.GetComponentStates(ctx, nil)
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assert.NoError(t, err)
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assert.Equal(t, state.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
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assert.Equal(t, state.State.StateCode, commonpb.StateCode_Initializing)
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assert.Nil(t, in.Start())
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state, err = in.GetComponentStates(ctx, nil)
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assert.NoError(t, err)
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assert.Equal(t, state.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
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assert.Equal(t, state.State.StateCode, commonpb.StateCode_Healthy)
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assert.Nil(t, in.Stop())
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assert.Nil(t, in.Stop())
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state, err = in.GetComponentStates(ctx, nil)
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assert.NoError(t, err)
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assert.Equal(t, state.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
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assert.Equal(t, state.State.StateCode, commonpb.StateCode_Abnormal)
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}
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func TestGetTimeTickChannel(t *testing.T) {
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var (
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factory = &mockFactory{
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chunkMgr: &mockChunkmgr{},
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}
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ctx = context.TODO()
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)
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paramtable.Init()
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in := NewIndexNode(ctx, factory)
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ret, err := in.GetTimeTickChannel(ctx, nil)
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assert.NoError(t, err)
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assert.Equal(t, ret.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
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}
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func TestGetStatisticChannel(t *testing.T) {
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var (
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factory = &mockFactory{
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chunkMgr: &mockChunkmgr{},
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}
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ctx = context.TODO()
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)
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paramtable.Init()
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in := NewIndexNode(ctx, factory)
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ret, err := in.GetStatisticsChannel(ctx, nil)
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assert.NoError(t, err)
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assert.Equal(t, ret.GetStatus().GetErrorCode(), commonpb.ErrorCode_Success)
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}
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func TestIndexTaskWhenStoppingNode(t *testing.T) {
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var (
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factory = &mockFactory{
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chunkMgr: &mockChunkmgr{},
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}
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ctx = context.TODO()
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)
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paramtable.Init()
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in := NewIndexNode(ctx, factory)
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in.loadOrStoreIndexTask("cluster-1", 1, &indexTaskInfo{
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state: commonpb.IndexState_InProgress,
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})
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in.loadOrStoreIndexTask("cluster-2", 2, &indexTaskInfo{
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state: commonpb.IndexState_Finished,
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})
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assert.True(t, in.hasInProgressTask())
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go func() {
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time.Sleep(2 * time.Second)
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in.storeIndexTaskState("cluster-1", 1, commonpb.IndexState_Finished, "")
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}()
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noTaskChan := make(chan struct{})
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go func() {
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in.waitTaskFinish()
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close(noTaskChan)
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}()
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select {
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case <-noTaskChan:
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case <-time.After(5 * time.Second):
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assert.Fail(t, "timeout task chan")
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}
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}
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func TestGetSetAddress(t *testing.T) {
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var (
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factory = &mockFactory{
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chunkMgr: &mockChunkmgr{},
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}
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ctx = context.TODO()
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)
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paramtable.Init()
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in := NewIndexNode(ctx, factory)
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in.SetAddress("address")
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assert.Equal(t, "address", in.GetAddress())
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}
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func TestInitErr(t *testing.T) {
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// var (
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// factory = &mockFactory{}
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// ctx = context.TODO()
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// )
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// in, err := NewIndexNode(ctx, factory)
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// assert.NoError(t, err)
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// in.SetEtcdClient(getEtcdClient())
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// assert.Error(t, in.Init())
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}
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func setup() {
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startEmbedEtcd()
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}
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func teardown() {
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stopEmbedEtcd()
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}
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func TestMain(m *testing.M) {
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setup()
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code := m.Run()
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teardown()
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os.Exit(code)
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}
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type IndexNodeSuite struct {
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suite.Suite
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collID int64
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partID int64
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segID int64
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fieldID int64
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logID int64
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numRows int64
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data []*Blob
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in *IndexNode
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storageConfig *indexpb.StorageConfig
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cm storage.ChunkManager
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}
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func Test_IndexNodeSuite(t *testing.T) {
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suite.Run(t, new(IndexNodeSuite))
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}
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func (s *IndexNodeSuite) SetupTest() {
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s.collID = 1
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s.partID = 2
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s.segID = 3
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s.fieldID = 111
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s.logID = 10000
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s.numRows = 3000
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paramtable.Init()
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Params.MinioCfg.RootPath.SwapTempValue("indexnode-ut")
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var err error
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s.data, err = generateTestData(s.collID, s.partID, s.segID, 3000)
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s.NoError(err)
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s.storageConfig = &indexpb.StorageConfig{
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Address: Params.MinioCfg.Address.GetValue(),
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AccessKeyID: Params.MinioCfg.AccessKeyID.GetValue(),
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SecretAccessKey: Params.MinioCfg.SecretAccessKey.GetValue(),
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UseSSL: Params.MinioCfg.UseSSL.GetAsBool(),
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SslCACert: Params.MinioCfg.SslCACert.GetValue(),
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BucketName: Params.MinioCfg.BucketName.GetValue(),
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RootPath: Params.MinioCfg.RootPath.GetValue(),
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UseIAM: Params.MinioCfg.UseIAM.GetAsBool(),
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IAMEndpoint: Params.MinioCfg.IAMEndpoint.GetValue(),
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StorageType: Params.CommonCfg.StorageType.GetValue(),
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Region: Params.MinioCfg.Region.GetValue(),
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UseVirtualHost: Params.MinioCfg.UseVirtualHost.GetAsBool(),
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CloudProvider: Params.MinioCfg.CloudProvider.GetValue(),
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RequestTimeoutMs: Params.MinioCfg.RequestTimeoutMs.GetAsInt64(),
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GcpCredentialJSON: Params.MinioCfg.GcpCredentialJSON.GetValue(),
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}
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var (
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factory = &mockFactory{
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chunkMgr: &mockChunkmgr{},
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}
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ctx = context.TODO()
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)
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s.in = NewIndexNode(ctx, factory)
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err = s.in.Init()
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s.NoError(err)
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err = s.in.Start()
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s.NoError(err)
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s.cm, err = s.in.storageFactory.NewChunkManager(context.Background(), s.storageConfig)
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s.NoError(err)
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logID := int64(10000)
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for i, blob := range s.data {
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fID, _ := strconv.ParseInt(blob.GetKey(), 10, 64)
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filePath, err := binlog.BuildLogPath(storage.InsertBinlog, s.collID, s.partID, s.segID, fID, logID+int64(i))
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s.NoError(err)
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err = s.cm.Write(context.Background(), filePath, blob.GetValue())
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s.NoError(err)
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}
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}
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func (s *IndexNodeSuite) TearDownSuite() {
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err := s.cm.RemoveWithPrefix(context.Background(), "indexnode-ut")
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s.NoError(err)
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Params.MinioCfg.RootPath.SwapTempValue("files")
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err = s.in.Stop()
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s.NoError(err)
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}
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func (s *IndexNodeSuite) Test_CreateIndexJob_Compatibility() {
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s.Run("create vec index", func() {
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ctx := context.Background()
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s.Run("v2.3.x", func() {
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buildID := int64(1)
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dataPath, err := binlog.BuildLogPath(storage.InsertBinlog, s.collID, s.partID, s.segID, s.fieldID, s.logID+13)
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s.NoError(err)
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req := &workerpb.CreateJobRequest{
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ClusterID: "cluster1",
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IndexFilePrefix: "indexnode-ut/index_files",
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BuildID: buildID,
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DataPaths: []string{dataPath},
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IndexVersion: 1,
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StorageConfig: s.storageConfig,
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IndexParams: []*commonpb.KeyValuePair{
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{
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Key: "index_type", Value: "HNSW",
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},
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{
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Key: "metric_type", Value: "L2",
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},
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{
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Key: "M", Value: "4",
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},
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{
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Key: "efConstruction", Value: "16",
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},
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},
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: "dim", Value: "8",
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},
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},
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NumRows: s.numRows,
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}
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status, err := s.in.CreateJob(ctx, req)
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s.NoError(err)
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err = merr.Error(status)
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s.NoError(err)
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for {
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resp, err := s.in.QueryJobs(ctx, &workerpb.QueryJobsRequest{
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ClusterID: "cluster1",
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BuildIDs: []int64{buildID},
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})
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s.NoError(err)
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err = merr.Error(resp.GetStatus())
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s.NoError(err)
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s.Equal(1, len(resp.GetIndexInfos()))
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if resp.GetIndexInfos()[0].GetState() == commonpb.IndexState_Finished {
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break
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}
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require.Equal(s.T(), resp.GetIndexInfos()[0].GetState(), commonpb.IndexState_InProgress)
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time.Sleep(time.Second)
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}
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status, err = s.in.DropJobs(ctx, &workerpb.DropJobsRequest{
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ClusterID: "cluster1",
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BuildIDs: []int64{buildID},
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})
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s.NoError(err)
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err = merr.Error(status)
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s.NoError(err)
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})
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s.Run("v2.4.x", func() {
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buildID := int64(2)
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req := &workerpb.CreateJobRequest{
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ClusterID: "cluster1",
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IndexFilePrefix: "indexnode-ut/index_files",
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BuildID: buildID,
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DataPaths: nil,
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IndexVersion: 1,
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StorageConfig: s.storageConfig,
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IndexParams: []*commonpb.KeyValuePair{
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{
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Key: "index_type", Value: "HNSW",
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},
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{
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Key: "metric_type", Value: "L2",
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},
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{
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Key: "M", Value: "4",
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},
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{
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Key: "efConstruction", Value: "16",
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},
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},
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: "dim", Value: "8",
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},
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},
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NumRows: s.numRows,
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CurrentIndexVersion: 0,
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CollectionID: s.collID,
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PartitionID: s.partID,
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SegmentID: s.segID,
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FieldID: s.fieldID,
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// v2.4.x does not fill the field type
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Dim: 8,
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DataIds: []int64{s.logID + 13},
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}
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status, err := s.in.CreateJob(ctx, req)
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s.NoError(err)
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err = merr.Error(status)
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s.NoError(err)
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for {
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resp, err := s.in.QueryJobs(ctx, &workerpb.QueryJobsRequest{
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ClusterID: "cluster1",
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BuildIDs: []int64{buildID},
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})
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s.NoError(err)
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err = merr.Error(resp.GetStatus())
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s.NoError(err)
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s.Equal(1, len(resp.GetIndexInfos()))
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if resp.GetIndexInfos()[0].GetState() == commonpb.IndexState_Finished {
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break
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}
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require.Equal(s.T(), resp.GetIndexInfos()[0].GetState(), commonpb.IndexState_InProgress)
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time.Sleep(time.Second)
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}
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status, err = s.in.DropJobs(ctx, &workerpb.DropJobsRequest{
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ClusterID: "cluster1",
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BuildIDs: []int64{buildID},
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})
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s.NoError(err)
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err = merr.Error(status)
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s.NoError(err)
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})
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s.Run("v2.5.x", func() {
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buildID := int64(3)
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req := &workerpb.CreateJobRequest{
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ClusterID: "cluster1",
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IndexFilePrefix: "indexnode-ut/index_files",
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BuildID: buildID,
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IndexVersion: 1,
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StorageConfig: s.storageConfig,
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IndexParams: []*commonpb.KeyValuePair{
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{
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Key: "index_type", Value: "HNSW",
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},
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{
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Key: "metric_type", Value: "L2",
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},
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{
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Key: "M", Value: "4",
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},
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{
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Key: "efConstruction", Value: "16",
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},
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},
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TypeParams: []*commonpb.KeyValuePair{
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{
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Key: "dim", Value: "8",
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},
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},
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NumRows: s.numRows,
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CurrentIndexVersion: 0,
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CollectionID: s.collID,
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PartitionID: s.partID,
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SegmentID: s.segID,
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FieldID: s.fieldID,
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FieldName: "floatVector",
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FieldType: schemapb.DataType_FloatVector,
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Dim: 8,
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DataIds: []int64{s.logID + 13},
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Field: &schemapb.FieldSchema{
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FieldID: s.fieldID,
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Name: "floatVector",
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DataType: schemapb.DataType_FloatVector,
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},
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}
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status, err := s.in.CreateJob(ctx, req)
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s.NoError(err)
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err = merr.Error(status)
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s.NoError(err)
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for {
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resp, err := s.in.QueryJobs(ctx, &workerpb.QueryJobsRequest{
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ClusterID: "cluster1",
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BuildIDs: []int64{buildID},
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})
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s.NoError(err)
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err = merr.Error(resp.GetStatus())
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s.NoError(err)
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s.Equal(1, len(resp.GetIndexInfos()))
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if resp.GetIndexInfos()[0].GetState() == commonpb.IndexState_Finished {
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break
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}
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require.Equal(s.T(), resp.GetIndexInfos()[0].GetState(), commonpb.IndexState_InProgress)
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time.Sleep(time.Second)
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}
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status, err = s.in.DropJobs(ctx, &workerpb.DropJobsRequest{
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ClusterID: "cluster1",
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BuildIDs: []int64{buildID},
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})
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s.NoError(err)
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err = merr.Error(status)
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s.NoError(err)
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})
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})
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}
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func (s *IndexNodeSuite) Test_CreateIndexJob_ScalarIndex() {
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ctx := context.Background()
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s.Run("int64 inverted", func() {
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buildID := int64(10)
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fieldID := int64(103)
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dataPath, err := binlog.BuildLogPath(storage.InsertBinlog, s.collID, s.partID, s.segID, fieldID, s.logID+5)
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s.NoError(err)
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req := &workerpb.CreateJobRequest{
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ClusterID: "cluster1",
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IndexFilePrefix: "indexnode-ut/index_files",
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BuildID: buildID,
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DataPaths: []string{dataPath},
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IndexVersion: 1,
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StorageConfig: s.storageConfig,
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IndexParams: []*commonpb.KeyValuePair{
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{
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Key: "index_type", Value: "INVERTED",
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},
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},
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TypeParams: nil,
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NumRows: s.numRows,
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DataIds: []int64{s.logID + 5},
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Field: &schemapb.FieldSchema{
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FieldID: fieldID,
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Name: "int64",
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DataType: schemapb.DataType_Int64,
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},
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}
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|
|
status, err := s.in.CreateJob(ctx, req)
|
|
s.NoError(err)
|
|
err = merr.Error(status)
|
|
s.NoError(err)
|
|
|
|
for {
|
|
resp, err := s.in.QueryJobs(ctx, &workerpb.QueryJobsRequest{
|
|
ClusterID: "cluster1",
|
|
BuildIDs: []int64{buildID},
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(resp.GetStatus())
|
|
s.NoError(err)
|
|
s.Equal(1, len(resp.GetIndexInfos()))
|
|
if resp.GetIndexInfos()[0].GetState() == commonpb.IndexState_Finished {
|
|
break
|
|
}
|
|
require.Equal(s.T(), commonpb.IndexState_InProgress, resp.GetIndexInfos()[0].GetState())
|
|
time.Sleep(time.Second)
|
|
}
|
|
|
|
status, err = s.in.DropJobs(ctx, &workerpb.DropJobsRequest{
|
|
ClusterID: "cluster1",
|
|
BuildIDs: []int64{buildID},
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(status)
|
|
s.NoError(err)
|
|
})
|
|
}
|
|
|
|
func (s *IndexNodeSuite) Test_CreateAnalyzeTask() {
|
|
ctx := context.Background()
|
|
|
|
s.Run("normal case", func() {
|
|
taskID := int64(200)
|
|
req := &workerpb.AnalyzeRequest{
|
|
ClusterID: "cluster1",
|
|
TaskID: taskID,
|
|
CollectionID: s.collID,
|
|
PartitionID: s.partID,
|
|
FieldID: s.fieldID,
|
|
FieldName: "floatVector",
|
|
FieldType: schemapb.DataType_FloatVector,
|
|
SegmentStats: map[int64]*indexpb.SegmentStats{
|
|
s.segID: {
|
|
ID: s.segID,
|
|
NumRows: s.numRows,
|
|
LogIDs: []int64{s.logID + 13},
|
|
},
|
|
},
|
|
Version: 1,
|
|
StorageConfig: s.storageConfig,
|
|
Dim: 8,
|
|
MaxTrainSizeRatio: 0.8,
|
|
NumClusters: 1,
|
|
MinClusterSizeRatio: 0.01,
|
|
MaxClusterSizeRatio: 10,
|
|
MaxClusterSize: 5 * 1024 * 1024 * 1024,
|
|
}
|
|
|
|
status, err := s.in.CreateJobV2(ctx, &workerpb.CreateJobV2Request{
|
|
ClusterID: "cluster1",
|
|
TaskID: taskID,
|
|
JobType: indexpb.JobType_JobTypeAnalyzeJob,
|
|
Request: &workerpb.CreateJobV2Request_AnalyzeRequest{
|
|
AnalyzeRequest: req,
|
|
},
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(status)
|
|
s.NoError(err)
|
|
|
|
for {
|
|
resp, err := s.in.QueryJobsV2(ctx, &workerpb.QueryJobsV2Request{
|
|
ClusterID: "cluster1",
|
|
TaskIDs: []int64{taskID},
|
|
JobType: indexpb.JobType_JobTypeAnalyzeJob,
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(resp.GetStatus())
|
|
s.NoError(err)
|
|
s.Equal(1, len(resp.GetAnalyzeJobResults().GetResults()))
|
|
if resp.GetAnalyzeJobResults().GetResults()[0].GetState() == indexpb.JobState_JobStateFinished {
|
|
s.Equal("", resp.GetAnalyzeJobResults().GetResults()[0].GetCentroidsFile())
|
|
break
|
|
}
|
|
s.Equal(indexpb.JobState_JobStateInProgress, resp.GetAnalyzeJobResults().GetResults()[0].GetState())
|
|
time.Sleep(time.Second)
|
|
}
|
|
|
|
status, err = s.in.DropJobsV2(ctx, &workerpb.DropJobsV2Request{
|
|
ClusterID: "cluster1",
|
|
TaskIDs: []int64{taskID},
|
|
JobType: indexpb.JobType_JobTypeAnalyzeJob,
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(status)
|
|
s.NoError(err)
|
|
})
|
|
}
|
|
|
|
func (s *IndexNodeSuite) Test_CreateStatsTask() {
|
|
ctx := context.Background()
|
|
|
|
fieldBinlogs := make([]*datapb.FieldBinlog, 0)
|
|
for i, field := range generateTestSchema().GetFields() {
|
|
fieldBinlogs = append(fieldBinlogs, &datapb.FieldBinlog{
|
|
FieldID: field.GetFieldID(),
|
|
Binlogs: []*datapb.Binlog{{
|
|
LogID: s.logID + int64(i),
|
|
}},
|
|
})
|
|
}
|
|
s.Run("normal case", func() {
|
|
taskID := int64(100)
|
|
req := &workerpb.CreateStatsRequest{
|
|
ClusterID: "cluster2",
|
|
TaskID: taskID,
|
|
CollectionID: s.collID,
|
|
PartitionID: s.partID,
|
|
InsertChannel: "ch1",
|
|
SegmentID: s.segID,
|
|
InsertLogs: fieldBinlogs,
|
|
DeltaLogs: nil,
|
|
StorageConfig: s.storageConfig,
|
|
Schema: generateTestSchema(),
|
|
TargetSegmentID: s.segID + 1,
|
|
StartLogID: s.logID + 100,
|
|
EndLogID: s.logID + 200,
|
|
NumRows: s.numRows,
|
|
BinlogMaxSize: 131000,
|
|
SubJobType: indexpb.StatsSubJob_Sort,
|
|
}
|
|
|
|
status, err := s.in.CreateJobV2(ctx, &workerpb.CreateJobV2Request{
|
|
ClusterID: "cluster2",
|
|
TaskID: taskID,
|
|
JobType: indexpb.JobType_JobTypeStatsJob,
|
|
Request: &workerpb.CreateJobV2Request_StatsRequest{
|
|
StatsRequest: req,
|
|
},
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(status)
|
|
s.NoError(err)
|
|
|
|
for {
|
|
resp, err := s.in.QueryJobsV2(ctx, &workerpb.QueryJobsV2Request{
|
|
ClusterID: "cluster2",
|
|
TaskIDs: []int64{taskID},
|
|
JobType: indexpb.JobType_JobTypeStatsJob,
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(resp.GetStatus())
|
|
s.NoError(err)
|
|
s.Equal(1, len(resp.GetStatsJobResults().GetResults()))
|
|
if resp.GetStatsJobResults().GetResults()[0].GetState() == indexpb.JobState_JobStateFinished {
|
|
s.NotZero(len(resp.GetStatsJobResults().GetResults()[0].GetInsertLogs()))
|
|
s.NotZero(len(resp.GetStatsJobResults().GetResults()[0].GetStatsLogs()))
|
|
s.Equal(s.numRows, resp.GetStatsJobResults().GetResults()[0].GetNumRows())
|
|
break
|
|
}
|
|
s.Equal(indexpb.JobState_JobStateInProgress, resp.GetStatsJobResults().GetResults()[0].GetState())
|
|
time.Sleep(time.Second)
|
|
}
|
|
|
|
slotResp, err := s.in.GetJobStats(ctx, &workerpb.GetJobStatsRequest{})
|
|
s.NoError(err)
|
|
err = merr.Error(slotResp.GetStatus())
|
|
s.NoError(err)
|
|
|
|
s.Equal(int64(1), slotResp.GetTaskSlots())
|
|
|
|
status, err = s.in.DropJobsV2(ctx, &workerpb.DropJobsV2Request{
|
|
ClusterID: "cluster2",
|
|
TaskIDs: []int64{taskID},
|
|
JobType: indexpb.JobType_JobTypeStatsJob,
|
|
})
|
|
s.NoError(err)
|
|
err = merr.Error(status)
|
|
s.NoError(err)
|
|
})
|
|
}
|