mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-02 11:59:00 +08:00
654 lines
19 KiB
Go
654 lines
19 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 importutil
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import (
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"context"
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"encoding/json"
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"fmt"
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"math"
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"strconv"
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"strings"
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"testing"
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"github.com/cockroachdb/errors"
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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/storage"
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"github.com/milvus-io/milvus/pkg/common"
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"github.com/stretchr/testify/assert"
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)
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// mock class of JSONRowCounsumer
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type mockJSONRowConsumer struct {
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handleErr error
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rows []map[storage.FieldID]interface{}
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handleCount int
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}
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func (v *mockJSONRowConsumer) Handle(rows []map[storage.FieldID]interface{}) error {
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if v.handleErr != nil {
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return v.handleErr
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}
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if rows != nil {
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v.rows = append(v.rows, rows...)
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}
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v.handleCount++
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return nil
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}
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func Test_AdjustBufSize(t *testing.T) {
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ctx, cancel := context.WithCancel(context.Background())
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defer cancel()
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// small row
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schema := sampleSchema()
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collectionInfo, err := NewCollectionInfo(schema, 2, []int64{1})
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assert.NoError(t, err)
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parser := NewJSONParser(ctx, collectionInfo, nil)
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assert.NotNil(t, parser)
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assert.Greater(t, parser.bufRowCount, 0)
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// huge row
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schema.Fields[9].TypeParams = []*commonpb.KeyValuePair{
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{Key: common.DimKey, Value: "32768"},
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}
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parser = NewJSONParser(ctx, collectionInfo, nil)
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assert.NotNil(t, parser)
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assert.Greater(t, parser.bufRowCount, 0)
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// no change
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schema = &schemapb.CollectionSchema{
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Name: "schema",
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Description: "schema",
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AutoID: true,
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Fields: []*schemapb.FieldSchema{},
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}
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parser = NewJSONParser(ctx, collectionInfo, nil)
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assert.NotNil(t, parser)
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assert.Greater(t, parser.bufRowCount, 0)
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adjustBufSize(parser, schema)
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}
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func Test_JSONParserParseRows_IntPK(t *testing.T) {
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ctx, cancel := context.WithCancel(context.Background())
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defer cancel()
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schema := sampleSchema()
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collectionInfo, err := NewCollectionInfo(schema, 2, []int64{1})
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assert.NoError(t, err)
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parser := NewJSONParser(ctx, collectionInfo, nil)
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assert.NotNil(t, parser)
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// prepare test data
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content := &sampleContent{
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Rows: make([]sampleRow, 0),
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}
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for i := 0; i < 10; i++ {
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row := sampleRow{
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FieldBool: i%2 == 0,
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FieldInt8: int8(i % math.MaxInt8),
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FieldInt16: int16(100 + i),
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FieldInt32: int32(1000 + i),
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FieldInt64: int64(99999999999999999 + i),
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FieldFloat: 3 + float32(i)/11,
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FieldDouble: 1 + float64(i)/7,
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FieldString: "No." + strconv.FormatInt(int64(i), 10),
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FieldJSON: fmt.Sprintf("{\"x\": %d}", i),
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FieldBinaryVector: []int{(200 + i) % math.MaxUint8, 0},
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FieldFloatVector: []float32{float32(i) + 0.1, float32(i) + 0.2, float32(i) + 0.3, float32(i) + 0.4},
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}
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content.Rows = append(content.Rows, row)
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}
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binContent, err := json.Marshal(content)
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assert.NoError(t, err)
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strContent := string(binContent)
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reader := strings.NewReader(strContent)
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consumer := &mockJSONRowConsumer{
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handleErr: nil,
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rows: make([]map[int64]interface{}, 0),
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handleCount: 0,
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}
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t.Run("parse success", func(t *testing.T) {
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// set bufRowCount = 4, means call handle() after reading 4 rows
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parser.bufRowCount = 4
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(len(strContent))}, consumer)
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assert.NoError(t, err)
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assert.Equal(t, len(content.Rows), len(consumer.rows))
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for i := 0; i < len(consumer.rows); i++ {
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contenctRow := content.Rows[i]
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parsedRow := consumer.rows[i]
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v1, ok := parsedRow[102].(bool)
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assert.True(t, ok)
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assert.Equal(t, contenctRow.FieldBool, v1)
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v2, ok := parsedRow[103].(json.Number)
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assert.True(t, ok)
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assert.Equal(t, strconv.FormatInt(int64(contenctRow.FieldInt8), 10), string(v2))
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v3, ok := parsedRow[104].(json.Number)
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assert.True(t, ok)
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assert.Equal(t, strconv.FormatInt(int64(contenctRow.FieldInt16), 10), string(v3))
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v4, ok := parsedRow[105].(json.Number)
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assert.True(t, ok)
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assert.Equal(t, strconv.FormatInt(int64(contenctRow.FieldInt32), 10), string(v4))
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v5, ok := parsedRow[106].(json.Number)
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assert.True(t, ok)
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assert.Equal(t, strconv.FormatInt(contenctRow.FieldInt64, 10), string(v5))
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v6, ok := parsedRow[107].(json.Number)
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assert.True(t, ok)
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f32, err := parseFloat(string(v6), 32, "")
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assert.NoError(t, err)
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assert.InDelta(t, contenctRow.FieldFloat, float32(f32), 10e-6)
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v7, ok := parsedRow[108].(json.Number)
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assert.True(t, ok)
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f64, err := parseFloat(string(v7), 64, "")
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assert.NoError(t, err)
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assert.InDelta(t, contenctRow.FieldDouble, f64, 10e-14)
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v8, ok := parsedRow[109].(string)
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assert.True(t, ok)
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assert.Equal(t, contenctRow.FieldString, v8)
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v9, ok := parsedRow[110].([]interface{})
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assert.True(t, ok)
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assert.Equal(t, len(contenctRow.FieldBinaryVector), len(v9))
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for k := 0; k < len(v9); k++ {
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val, ok := v9[k].(json.Number)
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assert.True(t, ok)
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assert.Equal(t, strconv.FormatInt(int64(contenctRow.FieldBinaryVector[k]), 10), string(val))
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}
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v10, ok := parsedRow[111].([]interface{})
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assert.True(t, ok)
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assert.Equal(t, len(contenctRow.FieldFloatVector), len(v10))
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for k := 0; k < len(v10); k++ {
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val, ok := v10[k].(json.Number)
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assert.True(t, ok)
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fval, err := parseFloat(string(val), 64, "")
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assert.NoError(t, err)
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assert.InDelta(t, contenctRow.FieldFloatVector[k], float32(fval), 10e-6)
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}
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}
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// empty content
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reader = strings.NewReader(`{}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(2)}, consumer)
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assert.NoError(t, err)
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// row count is 0
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reader = strings.NewReader(`{
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"rows":[]
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(100)}, consumer)
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assert.NoError(t, err)
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})
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t.Run("error cases", func(t *testing.T) {
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// handler is nil
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(0)}, nil)
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assert.Error(t, err)
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// not a valid JSON format
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reader = strings.NewReader(`{[]`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(10)}, consumer)
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assert.Error(t, err)
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// not a row-based format
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reader = strings.NewReader(`{
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"dummy":[]
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(10)}, consumer)
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assert.Error(t, err)
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// rows is not a list
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reader = strings.NewReader(`{
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"rows":
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(5)}, consumer)
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assert.Error(t, err)
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// typo
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reader = strings.NewReader(`{
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"rows": [}
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(6)}, consumer)
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assert.Error(t, err)
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// rows is not a list
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reader = strings.NewReader(`{
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"rows": {}
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(8)}, consumer)
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assert.Error(t, err)
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// rows is not a list of list
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reader = strings.NewReader(`{
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"rows": [[]]
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(10)}, consumer)
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assert.Error(t, err)
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// typo
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reader = strings.NewReader(`{
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"rows": ["]
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(10)}, consumer)
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assert.Error(t, err)
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// not valid json format
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reader = strings.NewReader(`[]`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(2)}, consumer)
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assert.Error(t, err)
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// empty file
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reader = strings.NewReader(``)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(0)}, consumer)
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assert.Error(t, err)
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// redundant field
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reader = strings.NewReader(`{
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"rows":[
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{"dummy": 1, "FieldBool": true, "FieldInt8": 10, "FieldInt16": 101, "FieldInt32": 1001, "FieldInt64": 10001, "FieldFloat": 3.14, "FieldDouble": 1.56, "FieldString": "hello world", "FieldBinaryVector": [254, 0], "FieldFloatVector": [1.1, 1.2, 1.3, 1.4], "FieldJSON": {"a": 10, "b": true}}
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]
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(100)}, consumer)
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assert.Error(t, err)
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// field missed
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reader = strings.NewReader(`{
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"rows":[
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{"FieldInt8": 10, "FieldInt16": 101, "FieldInt32": 1001, "FieldInt64": 10001, "FieldFloat": 3.14, "FieldDouble": 1.56, "FieldString": "hello world", "FieldBinaryVector": [254, 0], "FieldFloatVector": [1.1, 1.2, 1.3, 1.4], "FieldJSON": {"a": 10, "b": true}}
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]
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}`)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(100)}, consumer)
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assert.Error(t, err)
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// handle() error
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content := `{
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"rows":[
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{"FieldBool": true, "FieldInt8": 10, "FieldInt16": 101, "FieldInt32": 1001, "FieldInt64": 10001, "FieldFloat": 3.14, "FieldDouble": 1.56, "FieldString": "hello world", "FieldBinaryVector": [254, 0], "FieldFloatVector": [1.1, 1.2, 1.3, 1.4], "FieldJSON": {"a": 7, "b": true}},
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{"FieldBool": true, "FieldInt8": 10, "FieldInt16": 101, "FieldInt32": 1001, "FieldInt64": 10001, "FieldFloat": 3.14, "FieldDouble": 1.56, "FieldString": "hello world", "FieldBinaryVector": [254, 0], "FieldFloatVector": [1.1, 1.2, 1.3, 1.4], "FieldJSON": {"a": 8, "b": false}},
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{"FieldBool": true, "FieldInt8": 10, "FieldInt16": 101, "FieldInt32": 1001, "FieldInt64": 10001, "FieldFloat": 3.14, "FieldDouble": 1.56, "FieldString": "hello world", "FieldBinaryVector": [254, 0], "FieldFloatVector": [1.1, 1.2, 1.3, 1.4], "FieldJSON": {"a": 9, "b": true}}
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]
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}`
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consumer.handleErr = errors.New("error")
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reader = strings.NewReader(content)
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parser.bufRowCount = 2
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(100)}, consumer)
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assert.Error(t, err)
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reader = strings.NewReader(content)
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parser.bufRowCount = 5
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(100)}, consumer)
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assert.Error(t, err)
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// canceled
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consumer.handleErr = nil
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cancel()
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reader = strings.NewReader(content)
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(100)}, consumer)
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assert.Error(t, err)
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})
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}
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func Test_JSONParserParseRows_StrPK(t *testing.T) {
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ctx, cancel := context.WithCancel(context.Background())
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defer cancel()
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schema := strKeySchema()
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collectionInfo, err := NewCollectionInfo(schema, 2, []int64{1})
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assert.NoError(t, err)
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updateProgress := func(percent int64) {
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assert.Greater(t, percent, int64(0))
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}
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parser := NewJSONParser(ctx, collectionInfo, updateProgress)
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assert.NotNil(t, parser)
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// prepare test data
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content := &strKeyContent{
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Rows: make([]strKeyRow, 0),
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}
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for i := 0; i < 10; i++ {
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row := strKeyRow{
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UID: "strID_" + strconv.FormatInt(int64(i), 10),
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FieldInt32: int32(10000 + i),
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FieldFloat: 1 + float32(i)/13,
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FieldString: strconv.FormatInt(int64(i+1), 10) + " this string contains unicode character: 🎵",
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FieldBool: i%3 == 0,
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FieldFloatVector: []float32{float32(i) / 2, float32(i) / 3, float32(i) / 6, float32(i) / 9},
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}
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content.Rows = append(content.Rows, row)
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}
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binContent, err := json.Marshal(content)
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assert.NoError(t, err)
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strContent := string(binContent)
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reader := strings.NewReader(strContent)
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consumer := &mockJSONRowConsumer{
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handleErr: nil,
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rows: make([]map[int64]interface{}, 0),
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handleCount: 0,
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}
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err = parser.ParseRows(&IOReader{r: reader, fileSize: int64(len(binContent))}, consumer)
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assert.NoError(t, err)
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assert.Equal(t, len(content.Rows), len(consumer.rows))
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for i := 0; i < len(consumer.rows); i++ {
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contenctRow := content.Rows[i]
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parsedRow := consumer.rows[i]
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v1, ok := parsedRow[101].(string)
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assert.True(t, ok)
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assert.Equal(t, contenctRow.UID, v1)
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v2, ok := parsedRow[102].(json.Number)
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assert.True(t, ok)
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assert.Equal(t, strconv.FormatInt(int64(contenctRow.FieldInt32), 10), string(v2))
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v3, ok := parsedRow[103].(json.Number)
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assert.True(t, ok)
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f32, err := parseFloat(string(v3), 32, "")
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assert.NoError(t, err)
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assert.InDelta(t, contenctRow.FieldFloat, float32(f32), 10e-6)
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v4, ok := parsedRow[104].(string)
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assert.True(t, ok)
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assert.Equal(t, contenctRow.FieldString, v4)
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v5, ok := parsedRow[105].(bool)
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assert.True(t, ok)
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assert.Equal(t, contenctRow.FieldBool, v5)
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v6, ok := parsedRow[106].([]interface{})
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assert.True(t, ok)
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assert.Equal(t, len(contenctRow.FieldFloatVector), len(v6))
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for k := 0; k < len(v6); k++ {
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val, ok := v6[k].(json.Number)
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assert.True(t, ok)
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fval, err := parseFloat(string(val), 64, "")
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assert.NoError(t, err)
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assert.InDelta(t, contenctRow.FieldFloatVector[k], float32(fval), 10e-6)
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}
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}
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}
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func Test_JSONParserCombineDynamicRow(t *testing.T) {
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ctx, cancel := context.WithCancel(context.Background())
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defer cancel()
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schema := &schemapb.CollectionSchema{
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Name: "schema",
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Description: "schema",
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EnableDynamicField: true,
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Fields: []*schemapb.FieldSchema{
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{
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FieldID: 106,
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Name: "FieldID",
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IsPrimaryKey: true,
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AutoID: false,
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Description: "int64",
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DataType: schemapb.DataType_Int64,
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},
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{
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FieldID: 113,
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Name: "FieldDynamic",
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IsPrimaryKey: false,
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IsDynamic: true,
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Description: "dynamic field",
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DataType: schemapb.DataType_JSON,
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},
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},
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}
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collectionInfo, err := NewCollectionInfo(schema, 2, []int64{1})
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assert.NoError(t, err)
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parser := NewJSONParser(ctx, collectionInfo, nil)
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assert.NotNil(t, parser)
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// valid input:
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// case 1: {"id": 1, "vector": [], "x": 8, "$meta": "{\"y\": 8}"}
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// case 2: {"id": 1, "vector": [], "x": 8, "$meta": {}}
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// case 3: {"id": 1, "vector": [], "$meta": "{\"x\": 8}"}
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// case 4: {"id": 1, "vector": [], "$meta": {"x": 8}}
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// case 5: {"id": 1, "vector": [], "$meta": {}}
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// case 6: {"id": 1, "vector": [], "x": 8}
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// case 7: {"id": 1, "vector": []}
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t.Run("values combined for dynamic field", func(t *testing.T) {
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dynamicValues := map[string]interface{}{
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"x": 8,
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}
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row := map[storage.FieldID]interface{}{
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106: 1,
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113: "{\"y\": 8}",
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}
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err = parser.combineDynamicRow(dynamicValues, row)
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assert.NoError(t, err)
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assert.Contains(t, row, int64(113))
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assert.Contains(t, row[113], "x")
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assert.Contains(t, row[113], "y")
|
|
})
|
|
|
|
t.Run("outside value for dynamic field", func(t *testing.T) {
|
|
dynamicValues := map[string]interface{}{
|
|
"x": 8,
|
|
}
|
|
row := map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
113: map[string]interface{}{},
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(113))
|
|
assert.Contains(t, row[113], "x")
|
|
})
|
|
|
|
t.Run("JSON format string/object for dynamic field", func(t *testing.T) {
|
|
dynamicValues := map[string]interface{}{}
|
|
row := map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
113: "{\"x\": 8}",
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(113))
|
|
})
|
|
|
|
t.Run("dynamic field is hidden", func(t *testing.T) {
|
|
dynamicValues := map[string]interface{}{
|
|
"x": 8,
|
|
}
|
|
row := map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(113))
|
|
assert.Contains(t, row[113], "x")
|
|
})
|
|
|
|
t.Run("no values for dynamic field", func(t *testing.T) {
|
|
dynamicValues := map[string]interface{}{}
|
|
row := map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(113))
|
|
assert.Equal(t, "{}", row[113])
|
|
})
|
|
|
|
t.Run("invalid input for dynamic field", func(t *testing.T) {
|
|
dynamicValues := map[string]interface{}{
|
|
"x": 8,
|
|
}
|
|
row := map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
113: 5,
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.Error(t, err)
|
|
|
|
row = map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
113: "abc",
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("not allow dynamic values if no dynamic field", func(t *testing.T) {
|
|
parser.collectionInfo.DynamicField = nil
|
|
dynamicValues := map[string]interface{}{
|
|
"x": 8,
|
|
}
|
|
row := map[storage.FieldID]interface{}{
|
|
106: 1,
|
|
}
|
|
err = parser.combineDynamicRow(dynamicValues, row)
|
|
assert.NoError(t, err)
|
|
assert.NotContains(t, row, int64(113))
|
|
})
|
|
}
|
|
|
|
func Test_JSONParserVerifyRow(t *testing.T) {
|
|
ctx, cancel := context.WithCancel(context.Background())
|
|
defer cancel()
|
|
|
|
schema := &schemapb.CollectionSchema{
|
|
Name: "schema",
|
|
Description: "schema",
|
|
EnableDynamicField: true,
|
|
Fields: []*schemapb.FieldSchema{
|
|
{
|
|
FieldID: 106,
|
|
Name: "FieldID",
|
|
IsPrimaryKey: true,
|
|
AutoID: false,
|
|
Description: "int64",
|
|
DataType: schemapb.DataType_Int64,
|
|
},
|
|
{
|
|
FieldID: 113,
|
|
Name: "FieldDynamic",
|
|
IsPrimaryKey: false,
|
|
IsDynamic: true,
|
|
Description: "dynamic field",
|
|
DataType: schemapb.DataType_JSON,
|
|
},
|
|
},
|
|
}
|
|
collectionInfo, err := NewCollectionInfo(schema, 2, []int64{1})
|
|
assert.NoError(t, err)
|
|
|
|
parser := NewJSONParser(ctx, collectionInfo, nil)
|
|
assert.NotNil(t, parser)
|
|
|
|
t.Run("input is not key-value map", func(t *testing.T) {
|
|
_, err = parser.verifyRow(nil)
|
|
assert.Error(t, err)
|
|
|
|
_, err = parser.verifyRow([]int{0})
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
t.Run("not auto-id, dynamic field provided", func(t *testing.T) {
|
|
raw := map[string]interface{}{
|
|
"FieldID": 100,
|
|
"FieldDynamic": "{\"x\": 8}",
|
|
"y": true,
|
|
}
|
|
row, err := parser.verifyRow(raw)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(106))
|
|
assert.Contains(t, row, int64(113))
|
|
assert.Contains(t, row[113], "x")
|
|
assert.Contains(t, row[113], "y")
|
|
})
|
|
|
|
t.Run("not auto-id, dynamic field not provided", func(t *testing.T) {
|
|
raw := map[string]interface{}{
|
|
"FieldID": 100,
|
|
}
|
|
row, err := parser.verifyRow(raw)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(106))
|
|
assert.Contains(t, row, int64(113))
|
|
assert.Equal(t, "{}", row[113])
|
|
})
|
|
|
|
t.Run("not auto-id, invalid input dynamic field", func(t *testing.T) {
|
|
raw := map[string]interface{}{
|
|
"FieldID": 100,
|
|
"FieldDynamic": true,
|
|
"y": true,
|
|
}
|
|
_, err = parser.verifyRow(raw)
|
|
assert.Error(t, err)
|
|
})
|
|
|
|
schema.Fields[0].AutoID = true
|
|
err = collectionInfo.resetSchema(schema)
|
|
assert.NoError(t, err)
|
|
|
|
t.Run("no need to provide value for auto-id", func(t *testing.T) {
|
|
raw := map[string]interface{}{
|
|
"FieldID": 100,
|
|
"FieldDynamic": "{\"x\": 8}",
|
|
"y": true,
|
|
}
|
|
_, err := parser.verifyRow(raw)
|
|
assert.Error(t, err)
|
|
|
|
raw = map[string]interface{}{
|
|
"FieldDynamic": "{\"x\": 8}",
|
|
"y": true,
|
|
}
|
|
row, err := parser.verifyRow(raw)
|
|
assert.NoError(t, err)
|
|
assert.Contains(t, row, int64(113))
|
|
})
|
|
|
|
schema.Fields[1].IsDynamic = false
|
|
err = collectionInfo.resetSchema(schema)
|
|
assert.NoError(t, err)
|
|
|
|
t.Run("auto id, no dynamic field", func(t *testing.T) {
|
|
raw := map[string]interface{}{
|
|
"FieldDynamic": "{\"x\": 8}",
|
|
"y": true,
|
|
}
|
|
_, err := parser.verifyRow(raw)
|
|
assert.Error(t, err)
|
|
|
|
raw = map[string]interface{}{}
|
|
_, err = parser.verifyRow(raw)
|
|
assert.Error(t, err)
|
|
})
|
|
}
|