// Licensed to the LF AI & Data foundation under one // or more contributor license agreements. See the NOTICE file // distributed with this work for additional information // regarding copyright ownership. The ASF licenses this file // to you under the Apache License, Version 2.0 (the // "License"); you may not use this file except in compliance // with the License. You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package importutil import ( "context" "strings" "testing" "github.com/milvus-io/milvus-proto/go-api/commonpb" "github.com/milvus-io/milvus-proto/go-api/schemapb" "github.com/milvus-io/milvus/internal/util/typeutil" "github.com/stretchr/testify/assert" ) func Test_AdjustBufSize(t *testing.T) { ctx, cancel := context.WithCancel(context.Background()) defer cancel() // small row schema := sampleSchema() parser := NewJSONParser(ctx, schema) assert.NotNil(t, parser) sizePerRecord, err := typeutil.EstimateSizePerRecord(schema) assert.Nil(t, err) assert.Greater(t, sizePerRecord, 0) assert.Equal(t, MaxBatchCount, MaxFileSize/(sizePerRecord*int(parser.bufSize))) // huge row schema.Fields[9].TypeParams = []*commonpb.KeyValuePair{ {Key: "dim", Value: "32768"}, } parser = NewJSONParser(ctx, schema) assert.NotNil(t, parser) sizePerRecord, _ = typeutil.EstimateSizePerRecord(schema) assert.Equal(t, 7, MaxFileSize/(sizePerRecord*int(parser.bufSize))) // no change schema = &schemapb.CollectionSchema{ Name: "schema", Description: "schema", AutoID: true, Fields: []*schemapb.FieldSchema{}, } parser = NewJSONParser(ctx, schema) assert.NotNil(t, parser) assert.Equal(t, int64(MinBufferSize), parser.bufSize) } func Test_JSONParserParserRows(t *testing.T) { ctx, cancel := context.WithCancel(context.Background()) defer cancel() schema := sampleSchema() parser := NewJSONParser(ctx, schema) assert.NotNil(t, parser) parser.bufSize = 1 reader := strings.NewReader(`{ "rows":[ {"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]}, {"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]}, {"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]}, {"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]}, {"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]} ] }`) // handler is nil err := parser.ParseRows(reader, nil) assert.NotNil(t, err) validator, err := NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) // success err = parser.ParseRows(reader, validator) assert.Nil(t, err) assert.Equal(t, int64(5), validator.ValidateCount()) // not a row-based format reader = strings.NewReader(`{ "dummy":[] }`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // rows is not a list reader = strings.NewReader(`{ "rows": }`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // typo reader = strings.NewReader(`{ "rows": [} }`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // rows is not a list reader = strings.NewReader(`{ "rows": {} }`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // rows is not a list of list reader = strings.NewReader(`{ "rows": [[]] }`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // not valid json format reader = strings.NewReader(`[]`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // empty content reader = strings.NewReader(`{}`) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // empty content reader = strings.NewReader(``) validator, err = NewJSONRowValidator(schema, nil) assert.NotNil(t, validator) assert.Nil(t, err) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // redundant field reader = strings.NewReader(`{ "rows":[ {"dummy": 1, "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]}, ] }`) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) // field missed reader = strings.NewReader(`{ "rows":[ {"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]}, ] }`) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) } func Test_JSONParserParserRowsStringKey(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(`{ "rows": [{ "uid": "Dm4aWrbNzhmjwCTEnCJ9LDPO2N09sqysxgVfbH9Zmn3nBzmwsmk0eZN6x7wSAoPQ", "int_scalar": 9070353, "float_scalar": 0.9798043638085004, "string_scalar": "ShQ44OX0z8kGpRPhaXmfSsdH7JHq5DsZzu0e2umS1hrWG0uONH2RIIAdOECaaXir", "bool_scalar": true, "vectors": [0.5040062902126952, 0.8297619818664708, 0.20248342801564806, 0.12834786423659314] }, { "uid": "RP50U0d2napRjXu94a8oGikWgklvVsXFurp8RR4tHGw7N0gk1b7opm59k3FCpyPb", "int_scalar": 8505288, "float_scalar": 0.937913432198687, "string_scalar": "Ld4b0avxathBdNvCrtm3QsWO1pYktUVR7WgAtrtozIwrA8vpeactNhJ85CFGQnK5", "bool_scalar": false, "vectors": [0.528232122836893, 0.6916116750653186, 0.41443762522548705, 0.26624344144792056] }, { "uid": "oxhFkQitWPPw0Bjmj7UQcn4iwvS0CU7RLAC81uQFFQjWtOdiB329CPyWkfGSeYfE", "int_scalar": 4392660, "float_scalar": 0.32381232630490264, "string_scalar": "EmAlB0xdQcxeBtwlZJQnLgKodiuRinynoQtg0eXrjkq24dQohzSm7Bx3zquHd3kO", "bool_scalar": false, "vectors": [0.7978693027281338, 0.12394906726785092, 0.42431962903815285, 0.4098707807351914] }, { "uid": "sxoEL4Mpk1LdsyXhbNm059UWJ3CvxURLCQczaVI5xtBD4QcVWTDFUW7dBdye6nbn", "int_scalar": 7927425, "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()) }