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https://gitee.com/milvus-io/milvus.git
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See #39173 In this PR: - Adjusted the delta log serialization APIs. - Refactored the stats collector to improve the collection and digest of primary key and BM25 statistics. - Introduced new tests for the delta log reader/writer and stats collectors to ensure functionality and correctness. --------- Signed-off-by: Ted Xu <ted.xu@zilliz.com>
262 lines
7.4 KiB
Go
262 lines
7.4 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 storage
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import (
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"fmt"
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"testing"
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"github.com/apache/arrow/go/v17/arrow"
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"github.com/apache/arrow/go/v17/arrow/array"
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"github.com/apache/arrow/go/v17/arrow/memory"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/internal/allocator"
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"github.com/milvus-io/milvus/pkg/v2/common"
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)
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func TestPkStatsCollector(t *testing.T) {
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collectionID := int64(1)
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schema := &schemapb.CollectionSchema{
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Fields: []*schemapb.FieldSchema{
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{FieldID: common.RowIDField, DataType: schemapb.DataType_Int64},
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{FieldID: common.TimeStampField, DataType: schemapb.DataType_Int64},
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{
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FieldID: 100,
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Name: "pk",
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DataType: schemapb.DataType_Int64,
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IsPrimaryKey: true,
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},
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},
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}
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t.Run("collect and digest int64 pk", func(t *testing.T) {
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collector, err := NewPkStatsCollector(collectionID, schema, 100)
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require.NoError(t, err)
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require.NotNil(t, collector)
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// Create test record
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fields := []arrow.Field{
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{Name: "pk", Type: arrow.PrimitiveTypes.Int64},
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}
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arrowSchema := arrow.NewSchema(fields, nil)
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builder := array.NewRecordBuilder(memory.DefaultAllocator, arrowSchema)
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defer builder.Release()
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pkBuilder := builder.Field(0).(*array.Int64Builder)
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for i := 0; i < 10; i++ {
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pkBuilder.Append(int64(i))
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}
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rec := builder.NewRecord()
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field2Col := map[FieldID]int{100: 0}
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record := NewSimpleArrowRecord(rec, field2Col)
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// Collect stats
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err = collector.Collect(record)
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assert.NoError(t, err)
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// Digest stats
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alloc := allocator.NewLocalAllocator(1, 100)
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writer := func(blobs []*Blob) error { return nil }
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resultMap, err := collector.Digest(collectionID, 1, 2, "/tmp", 10, alloc, writer)
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assert.NoError(t, err)
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assert.NotNil(t, resultMap)
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assert.Len(t, resultMap, 1)
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})
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t.Run("varchar pk", func(t *testing.T) {
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varcharSchema := &schemapb.CollectionSchema{
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Fields: []*schemapb.FieldSchema{
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{FieldID: common.RowIDField, DataType: schemapb.DataType_Int64},
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{FieldID: common.TimeStampField, DataType: schemapb.DataType_Int64},
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{
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FieldID: 100,
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Name: "pk",
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DataType: schemapb.DataType_VarChar,
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IsPrimaryKey: true,
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},
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},
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}
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collector, err := NewPkStatsCollector(collectionID, varcharSchema, 100)
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require.NoError(t, err)
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// Create test record with varchar pk
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fields := []arrow.Field{
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{Name: "pk", Type: arrow.BinaryTypes.String},
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}
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arrowSchema := arrow.NewSchema(fields, nil)
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builder := array.NewRecordBuilder(memory.DefaultAllocator, arrowSchema)
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defer builder.Release()
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pkBuilder := builder.Field(0).(*array.StringBuilder)
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for i := 0; i < 10; i++ {
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pkBuilder.Append(fmt.Sprintf("key_%d", i))
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}
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rec := builder.NewRecord()
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field2Col := map[FieldID]int{100: 0}
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record := NewSimpleArrowRecord(rec, field2Col)
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err = collector.Collect(record)
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assert.NoError(t, err)
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})
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}
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func TestBm25StatsCollector(t *testing.T) {
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schema := &schemapb.CollectionSchema{
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Fields: []*schemapb.FieldSchema{
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{FieldID: common.RowIDField, DataType: schemapb.DataType_Int64},
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{FieldID: common.TimeStampField, DataType: schemapb.DataType_Int64},
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{
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FieldID: 100,
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Name: "text",
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DataType: schemapb.DataType_VarChar,
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},
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},
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Functions: []*schemapb.FunctionSchema{
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{
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Name: "bm25_function",
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Type: schemapb.FunctionType_BM25,
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InputFieldIds: []int64{100},
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OutputFieldIds: []int64{101},
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OutputFieldNames: []string{"bm25_field"},
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},
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},
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}
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t.Run("collect bm25 stats", func(t *testing.T) {
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collector := NewBm25StatsCollector(schema)
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assert.NotNil(t, collector)
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assert.NotNil(t, collector.bm25Stats)
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})
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t.Run("digest with empty stats", func(t *testing.T) {
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collector := NewBm25StatsCollector(schema)
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alloc := allocator.NewLocalAllocator(1, 100)
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writer := func(blobs []*Blob) error { return nil }
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_, err := collector.Digest(1, 1, 2, "/tmp", 10, alloc, writer)
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assert.NoError(t, err)
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})
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}
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func TestNewPkStatsCollector_NoPkField(t *testing.T) {
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schema := &schemapb.CollectionSchema{
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Fields: []*schemapb.FieldSchema{
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{FieldID: common.RowIDField, DataType: schemapb.DataType_Int64},
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{FieldID: common.TimeStampField, DataType: schemapb.DataType_Int64},
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},
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}
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collector, err := NewPkStatsCollector(1, schema, 100)
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assert.Error(t, err)
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assert.Nil(t, collector)
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}
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func TestPkStatsCollector_DigestEndToEnd(t *testing.T) {
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collectionID := int64(1)
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partitionID := int64(2)
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segmentID := int64(3)
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schema := &schemapb.CollectionSchema{
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Fields: []*schemapb.FieldSchema{
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{
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FieldID: 100,
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Name: "pk",
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DataType: schemapb.DataType_Int64,
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IsPrimaryKey: true,
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},
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},
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}
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collector, err := NewPkStatsCollector(collectionID, schema, 100)
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require.NoError(t, err)
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// Create test record
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fields := []arrow.Field{
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{Name: "pk", Type: arrow.PrimitiveTypes.Int64},
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}
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arrowSchema := arrow.NewSchema(fields, nil)
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builder := array.NewRecordBuilder(memory.DefaultAllocator, arrowSchema)
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defer builder.Release()
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pkBuilder := builder.Field(0).(*array.Int64Builder)
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for i := 0; i < 10; i++ {
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pkBuilder.Append(int64(i))
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}
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rec := builder.NewRecord()
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field2Col := map[FieldID]int{100: 0}
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record := NewSimpleArrowRecord(rec, field2Col)
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err = collector.Collect(record)
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require.NoError(t, err)
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alloc := allocator.NewLocalAllocator(1, 100)
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var writtenBlobs []*Blob
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writer := func(blobs []*Blob) error {
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writtenBlobs = blobs
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return nil
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}
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// Test Digest which includes writing
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binlogMap, err := collector.Digest(collectionID, partitionID, segmentID,
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"/tmp", 10, alloc, writer)
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assert.NoError(t, err)
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assert.NotNil(t, binlogMap)
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assert.Len(t, binlogMap, 1)
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binlog := binlogMap[100]
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assert.NotNil(t, binlog)
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assert.Equal(t, int64(100), binlog.FieldID)
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assert.Len(t, binlog.Binlogs, 1)
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assert.Contains(t, binlog.Binlogs[0].LogPath, "stats_log")
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assert.NotNil(t, writtenBlobs)
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assert.Len(t, writtenBlobs, 1)
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}
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func TestBm25StatsCollector_DigestEndToEnd(t *testing.T) {
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schema := &schemapb.CollectionSchema{
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Fields: []*schemapb.FieldSchema{
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{FieldID: 100, Name: "text", DataType: schemapb.DataType_VarChar},
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},
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Functions: []*schemapb.FunctionSchema{
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{
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Name: "bm25_function",
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Type: schemapb.FunctionType_BM25,
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InputFieldIds: []int64{100},
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OutputFieldIds: []int64{101},
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OutputFieldNames: []string{"bm25_field"},
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},
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},
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}
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collector := NewBm25StatsCollector(schema)
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alloc := allocator.NewLocalAllocator(1, 100)
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writer := func(blobs []*Blob) error { return nil }
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// Test with empty stats
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_, err := collector.Digest(1, 2, 3, "/tmp", 10, alloc, writer)
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assert.NoError(t, err)
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}
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