mirror of
https://gitee.com/milvus-io/milvus.git
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587 lines
18 KiB
Go
587 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 importutil
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import (
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"context"
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"strings"
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"testing"
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"github.com/milvus-io/milvus/api/commonpb"
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"github.com/milvus-io/milvus/api/schemapb"
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"github.com/milvus-io/milvus/internal/util/typeutil"
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"github.com/stretchr/testify/assert"
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)
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func sampleSchema() *schemapb.CollectionSchema {
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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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FieldID: 102,
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Name: "field_bool",
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IsPrimaryKey: false,
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Description: "bool",
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DataType: schemapb.DataType_Bool,
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},
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{
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FieldID: 103,
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Name: "field_int8",
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IsPrimaryKey: false,
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Description: "int8",
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DataType: schemapb.DataType_Int8,
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},
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{
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FieldID: 104,
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Name: "field_int16",
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IsPrimaryKey: false,
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Description: "int16",
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DataType: schemapb.DataType_Int16,
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},
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{
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FieldID: 105,
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Name: "field_int32",
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IsPrimaryKey: false,
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Description: "int32",
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DataType: schemapb.DataType_Int32,
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},
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{
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FieldID: 106,
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Name: "field_int64",
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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: 107,
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Name: "field_float",
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IsPrimaryKey: false,
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Description: "float",
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DataType: schemapb.DataType_Float,
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},
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{
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FieldID: 108,
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Name: "field_double",
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IsPrimaryKey: false,
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Description: "double",
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DataType: schemapb.DataType_Double,
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},
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{
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FieldID: 109,
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Name: "field_string",
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IsPrimaryKey: false,
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Description: "string",
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DataType: schemapb.DataType_VarChar,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: "max_length", Value: "128"},
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},
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},
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{
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FieldID: 110,
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Name: "field_binary_vector",
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IsPrimaryKey: false,
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Description: "binary_vector",
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DataType: schemapb.DataType_BinaryVector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: "dim", Value: "16"},
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},
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},
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{
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FieldID: 111,
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Name: "field_float_vector",
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IsPrimaryKey: false,
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Description: "float_vector",
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DataType: schemapb.DataType_FloatVector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: "dim", Value: "4"},
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},
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},
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},
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}
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return schema
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}
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func strKeySchema() *schemapb.CollectionSchema {
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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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FieldID: 101,
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Name: "uid",
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IsPrimaryKey: true,
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AutoID: false,
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Description: "uid",
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DataType: schemapb.DataType_VarChar,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: "max_length", Value: "1024"},
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},
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},
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{
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FieldID: 102,
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Name: "int_scalar",
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IsPrimaryKey: false,
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Description: "int_scalar",
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DataType: schemapb.DataType_Int32,
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},
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{
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FieldID: 103,
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Name: "float_scalar",
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IsPrimaryKey: false,
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Description: "float_scalar",
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DataType: schemapb.DataType_Float,
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},
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{
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FieldID: 104,
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Name: "string_scalar",
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IsPrimaryKey: false,
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Description: "string_scalar",
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DataType: schemapb.DataType_VarChar,
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},
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{
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FieldID: 105,
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Name: "bool_scalar",
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IsPrimaryKey: false,
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Description: "bool_scalar",
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DataType: schemapb.DataType_Bool,
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},
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{
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FieldID: 106,
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Name: "vectors",
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IsPrimaryKey: false,
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Description: "vectors",
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DataType: schemapb.DataType_FloatVector,
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TypeParams: []*commonpb.KeyValuePair{
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{Key: "dim", Value: "4"},
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},
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},
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},
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}
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return schema
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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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parser := NewJSONParser(ctx, schema)
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assert.NotNil(t, parser)
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sizePerRecord, err := typeutil.EstimateSizePerRecord(schema)
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assert.Nil(t, err)
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assert.Greater(t, sizePerRecord, 0)
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assert.Equal(t, MaxBatchCount, MaxFileSize/(sizePerRecord*int(parser.bufSize)))
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// huge row
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schema.Fields[9].TypeParams = []*commonpb.KeyValuePair{
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{Key: "dim", Value: "32768"},
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}
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parser = NewJSONParser(ctx, schema)
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assert.NotNil(t, parser)
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sizePerRecord, _ = typeutil.EstimateSizePerRecord(schema)
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assert.Equal(t, 7, MaxFileSize/(sizePerRecord*int(parser.bufSize)))
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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, schema)
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assert.NotNil(t, parser)
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assert.Equal(t, int64(MinBufferSize), parser.bufSize)
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}
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func Test_JSONParserParserRows(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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parser := NewJSONParser(ctx, schema)
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assert.NotNil(t, parser)
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parser.bufSize = 1
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reader := strings.NewReader(`{
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"rows":[
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{"field_bool": true, "field_int8": 10, "field_int16": 101, "field_int32": 1001, "field_int64": 10001, "field_float": 3.14, "field_double": 1.56, "field_string": "hello world", "field_binary_vector": [254, 0], "field_float_vector": [1.1, 1.2, 1.3, 1.4]},
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{"field_bool": false, "field_int8": 11, "field_int16": 102, "field_int32": 1002, "field_int64": 10002, "field_float": 3.15, "field_double": 2.56, "field_string": "hello world", "field_binary_vector": [253, 0], "field_float_vector": [2.1, 2.2, 2.3, 2.4]},
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{"field_bool": true, "field_int8": 12, "field_int16": 103, "field_int32": 1003, "field_int64": 10003, "field_float": 3.16, "field_double": 3.56, "field_string": "hello world", "field_binary_vector": [252, 0], "field_float_vector": [3.1, 3.2, 3.3, 3.4]},
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{"field_bool": false, "field_int8": 13, "field_int16": 104, "field_int32": 1004, "field_int64": 10004, "field_float": 3.17, "field_double": 4.56, "field_string": "hello world", "field_binary_vector": [251, 0], "field_float_vector": [4.1, 4.2, 4.3, 4.4]},
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{"field_bool": true, "field_int8": 14, "field_int16": 105, "field_int32": 1005, "field_int64": 10005, "field_float": 3.18, "field_double": 5.56, "field_string": "hello world", "field_binary_vector": [250, 0], "field_float_vector": [5.1, 5.2, 5.3, 5.4]}
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]
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}`)
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err := parser.ParseRows(reader, nil)
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assert.NotNil(t, err)
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validator, err := NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.Nil(t, err)
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assert.Equal(t, int64(5), validator.ValidateCount())
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reader = strings.NewReader(`{
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"dummy":[]
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}`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"rows":
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}`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"rows": [}
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}`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"rows": {}
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}`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"rows": [[]]
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}`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`[]`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{}`)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(``)
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validator, err = NewJSONRowValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseRows(reader, validator)
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assert.NotNil(t, err)
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}
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func Test_JSONParserParserColumns(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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parser := NewJSONParser(ctx, schema)
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assert.NotNil(t, parser)
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parser.bufSize = 1
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reader := strings.NewReader(`{
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"field_bool": [true, false, true, true, true],
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"field_int8": [10, 11, 12, 13, 14],
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"field_int16": [100, 101, 102, 103, 104],
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"field_int32": [1000, 1001, 1002, 1003, 1004],
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"field_int64": [10000, 10001, 10002, 10003, 10004],
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"field_float": [3.14, 3.15, 3.16, 3.17, 3.18],
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"field_double": [5.1, 5.2, 5.3, 5.4, 5.5],
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"field_string": ["a", "b", "c", "d", "e"],
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"field_binary_vector": [
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[254, 1],
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[253, 2],
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[252, 3],
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[251, 4],
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[250, 5]
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],
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"field_float_vector": [
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[1.1, 1.2, 1.3, 1.4],
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[2.1, 2.2, 2.3, 2.4],
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[3.1, 3.2, 3.3, 3.4],
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[4.1, 4.2, 4.3, 4.4],
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[5.1, 5.2, 5.3, 5.4]
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]
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}`)
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err := parser.ParseColumns(reader, nil)
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assert.NotNil(t, err)
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validator, err := NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.Nil(t, err)
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counter := validator.ValidateCount()
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for _, v := range counter {
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assert.Equal(t, int64(5), v)
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}
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reader = strings.NewReader(`{
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"field_int8": [10, 11, 12, 13, 14],
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"dummy":[1, 2, 3]
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}`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.Nil(t, err)
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reader = strings.NewReader(`{
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"dummy":[1, 2, 3]
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}`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"field_bool":
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}`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"field_bool":{}
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}`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{
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"field_bool":[}
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}`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`[]`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(`{}`)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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reader = strings.NewReader(``)
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validator, err = NewJSONColumnValidator(schema, nil)
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assert.NotNil(t, validator)
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assert.Nil(t, err)
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err = parser.ParseColumns(reader, validator)
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assert.NotNil(t, err)
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}
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func Test_JSONParserParserRowsStringKey(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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parser := NewJSONParser(ctx, schema)
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assert.NotNil(t, parser)
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parser.bufSize = 1
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reader := strings.NewReader(`{
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"rows": [{
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"uid": "Dm4aWrbNzhmjwCTEnCJ9LDPO2N09sqysxgVfbH9Zmn3nBzmwsmk0eZN6x7wSAoPQ",
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"int_scalar": 9070353,
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"float_scalar": 0.9798043638085004,
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"string_scalar": "ShQ44OX0z8kGpRPhaXmfSsdH7JHq5DsZzu0e2umS1hrWG0uONH2RIIAdOECaaXir",
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"bool_scalar": true,
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"vectors": [0.5040062902126952, 0.8297619818664708, 0.20248342801564806, 0.12834786423659314]
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},
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{
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"uid": "RP50U0d2napRjXu94a8oGikWgklvVsXFurp8RR4tHGw7N0gk1b7opm59k3FCpyPb",
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"int_scalar": 8505288,
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"float_scalar": 0.937913432198687,
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"string_scalar": "Ld4b0avxathBdNvCrtm3QsWO1pYktUVR7WgAtrtozIwrA8vpeactNhJ85CFGQnK5",
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"bool_scalar": false,
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"vectors": [0.528232122836893, 0.6916116750653186, 0.41443762522548705, 0.26624344144792056]
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},
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{
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"uid": "oxhFkQitWPPw0Bjmj7UQcn4iwvS0CU7RLAC81uQFFQjWtOdiB329CPyWkfGSeYfE",
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"int_scalar": 4392660,
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"float_scalar": 0.32381232630490264,
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"string_scalar": "EmAlB0xdQcxeBtwlZJQnLgKodiuRinynoQtg0eXrjkq24dQohzSm7Bx3zquHd3kO",
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"bool_scalar": false,
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"vectors": [0.7978693027281338, 0.12394906726785092, 0.42431962903815285, 0.4098707807351914]
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},
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{
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"uid": "sxoEL4Mpk1LdsyXhbNm059UWJ3CvxURLCQczaVI5xtBD4QcVWTDFUW7dBdye6nbn",
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"int_scalar": 7927425,
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"float_scalar": 0.31074026464844895,
|
|
"string_scalar": "fdY2beCvs1wSws0Gb9ySD92xwfEfJpX5DQgsWoISylBAoYOcXpRaqIJoXYS4g269",
|
|
"bool_scalar": true,
|
|
"vectors": [0.3716157812069954, 0.006981281113265229, 0.9007003458552365, 0.22492634316191004]
|
|
},
|
|
{
|
|
"uid": "g33Rqq2UQSHPRHw5FvuXxf5uGEhIAetxE6UuXXCJj0hafG8WuJr1ueZftsySCqAd",
|
|
"int_scalar": 9288807,
|
|
"float_scalar": 0.4953578200336135,
|
|
"string_scalar": "6f8Iv1zQAGksj5XxMbbI5evTrYrB8fSFQ58jl0oU7Z4BpA81VsD2tlWqkhfoBNa7",
|
|
"bool_scalar": false,
|
|
"vectors": [0.5921374209648096, 0.04234832587925662, 0.7803878096531548, 0.1964045837884633]
|
|
},
|
|
{
|
|
"uid": "ACIJd7lTXkRgUNmlQk6AbnWIKEEV8Z6OS3vDcm0w9psmt9sH3z1JLg1fNVCqiX3d",
|
|
"int_scalar": 1173595,
|
|
"float_scalar": 0.9000745450802002,
|
|
"string_scalar": "gpj9YctF2ig1l1APkvRzHbVE8PZVKRbk7nvW73qS2uQbY5l7MeIeTPwRBjasbY8z",
|
|
"bool_scalar": true,
|
|
"vectors": [0.4655121736168688, 0.6195496905333787, 0.5316616196326639, 0.3417492053890768]
|
|
},
|
|
{
|
|
"uid": "f0wRVZZ9u1bEKrAjLeZj3oliEnUjBiUl6TiermeczceBmGe6M2RHONgz3qEogrd5",
|
|
"int_scalar": 3722368,
|
|
"float_scalar": 0.7212299175768438,
|
|
"string_scalar": "xydiejGUlvS49BfBuy1EuYRKt3v2oKwC6pqy7Ga4dGWn3BnQigV4XAGawixDAGHN",
|
|
"bool_scalar": false,
|
|
"vectors": [0.6173164237304075, 0.374107748459483, 0.3686321416317251, 0.585725336391797]
|
|
},
|
|
{
|
|
"uid": "uXq9q96vUqnDebcUISFkRFT27OjD89DWhok6urXIjTuLzaSWnCVTJkrJXxFctSg0",
|
|
"int_scalar": 1940731,
|
|
"float_scalar": 0.9524404085944204,
|
|
"string_scalar": "ZXSNzR5V3t62fjop7b7DHK56ByAF0INYwycKsu6OxGP4p2j0Obs6l0NUqukypGXd",
|
|
"bool_scalar": false,
|
|
"vectors": [0.07178869784465443, 0.4208459174227864, 0.5882811425075762, 0.6867753592116734]
|
|
},
|
|
{
|
|
"uid": "EXDDklLvQIfeCJN8cES3b9mdCYDQVhq2iLj8WWA3TPtZ1SZ4Jpidj7OXJidSD7Wn",
|
|
"int_scalar": 2158426,
|
|
"float_scalar": 0.23770219927963454,
|
|
"string_scalar": "9TNeKVSMqTP8Zxs90kaAcB7n6JbIcvFWInzi9JxZQgmYxD5xLYwaCoeUzRiNAxAg",
|
|
"bool_scalar": false,
|
|
"vectors": [0.5659468293534021, 0.6275816433340369, 0.3978846871291008, 0.3571179679645908]
|
|
},
|
|
{
|
|
"uid": "mlaXOgYvB88WWRpXNyWv6UqpmvIHrC6pRo03AtaPLMpVymu0L9ioO8GWa1XgGyj0",
|
|
"int_scalar": 198279,
|
|
"float_scalar": 0.020343767010139513,
|
|
"string_scalar": "AblYGRZJiMAwDbMEkungG0yKTeuya4FgyliakWWqSOJ5TvQWB9Ki2WXbnvSsYIDF",
|
|
"bool_scalar": true,
|
|
"vectors": [0.5374636140212398, 0.7655373567912009, 0.05491796821609715, 0.349384366747262]
|
|
}
|
|
]
|
|
}`)
|
|
|
|
validator, err := NewJSONRowValidator(schema, nil)
|
|
assert.NotNil(t, validator)
|
|
assert.Nil(t, err)
|
|
|
|
err = parser.ParseRows(reader, validator)
|
|
assert.Nil(t, err)
|
|
assert.Equal(t, int64(10), validator.ValidateCount())
|
|
}
|
|
|
|
func Test_JSONParserParserColumnsStrKey(t *testing.T) {
|
|
ctx, cancel := context.WithCancel(context.Background())
|
|
defer cancel()
|
|
|
|
schema := strKeySchema()
|
|
parser := NewJSONParser(ctx, schema)
|
|
assert.NotNil(t, parser)
|
|
parser.bufSize = 1
|
|
|
|
reader := strings.NewReader(`{
|
|
"uid": ["Dm4aWrbNzhmjwCTEnCJ9LDPO2N09sqysxgVfbH9Zmn3nBzmwsmk0eZN6x7wSAoPQ", "RP50U0d2napRjXu94a8oGikWgklvVsXFurp8RR4tHGw7N0gk1b7opm59k3FCpyPb", "oxhFkQitWPPw0Bjmj7UQcn4iwvS0CU7RLAC81uQFFQjWtOdiB329CPyWkfGSeYfE", "sxoEL4Mpk1LdsyXhbNm059UWJ3CvxURLCQczaVI5xtBD4QcVWTDFUW7dBdye6nbn", "g33Rqq2UQSHPRHw5FvuXxf5uGEhIAetxE6UuXXCJj0hafG8WuJr1ueZftsySCqAd"],
|
|
"int_scalar": [9070353, 8505288, 4392660, 7927425, 9288807],
|
|
"float_scalar": [0.9798043638085004, 0.937913432198687, 0.32381232630490264, 0.31074026464844895, 0.4953578200336135],
|
|
"string_scalar": ["ShQ44OX0z8kGpRPhaXmfSsdH7JHq5DsZzu0e2umS1hrWG0uONH2RIIAdOECaaXir", "Ld4b0avxathBdNvCrtm3QsWO1pYktUVR7WgAtrtozIwrA8vpeactNhJ85CFGQnK5", "EmAlB0xdQcxeBtwlZJQnLgKodiuRinynoQtg0eXrjkq24dQohzSm7Bx3zquHd3kO", "fdY2beCvs1wSws0Gb9ySD92xwfEfJpX5DQgsWoISylBAoYOcXpRaqIJoXYS4g269", "6f8Iv1zQAGksj5XxMbbI5evTrYrB8fSFQ58jl0oU7Z4BpA81VsD2tlWqkhfoBNa7"],
|
|
"bool_scalar": [true, false, true, false, false],
|
|
"vectors": [
|
|
[0.5040062902126952, 0.8297619818664708, 0.20248342801564806, 0.12834786423659314],
|
|
[0.528232122836893, 0.6916116750653186, 0.41443762522548705, 0.26624344144792056],
|
|
[0.7978693027281338, 0.12394906726785092, 0.42431962903815285, 0.4098707807351914],
|
|
[0.3716157812069954, 0.006981281113265229, 0.9007003458552365, 0.22492634316191004],
|
|
[0.5921374209648096, 0.04234832587925662, 0.7803878096531548, 0.1964045837884633]
|
|
]
|
|
}`)
|
|
|
|
err := parser.ParseColumns(reader, nil)
|
|
assert.NotNil(t, err)
|
|
|
|
validator, err := NewJSONColumnValidator(schema, nil)
|
|
assert.NotNil(t, validator)
|
|
assert.Nil(t, err)
|
|
|
|
err = parser.ParseColumns(reader, validator)
|
|
assert.Nil(t, err)
|
|
counter := validator.ValidateCount()
|
|
for _, v := range counter {
|
|
assert.Equal(t, int64(5), v)
|
|
}
|
|
}
|