package importutil import ( "context" "strings" "testing" "github.com/milvus-io/milvus/internal/proto/commonpb" "github.com/milvus-io/milvus/internal/proto/schemapb" "github.com/stretchr/testify/assert" ) func sampleSchema() *schemapb.CollectionSchema { schema := &schemapb.CollectionSchema{ Name: "schema", Description: "schema", AutoID: true, Fields: []*schemapb.FieldSchema{ { FieldID: 102, Name: "field_bool", IsPrimaryKey: false, Description: "bool", DataType: schemapb.DataType_Bool, }, { FieldID: 103, Name: "field_int8", IsPrimaryKey: false, Description: "int8", DataType: schemapb.DataType_Int8, }, { FieldID: 104, Name: "field_int16", IsPrimaryKey: false, Description: "int16", DataType: schemapb.DataType_Int16, }, { FieldID: 105, Name: "field_int32", IsPrimaryKey: false, Description: "int32", DataType: schemapb.DataType_Int32, }, { FieldID: 106, Name: "field_int64", IsPrimaryKey: true, AutoID: false, Description: "int64", DataType: schemapb.DataType_Int64, }, { FieldID: 107, Name: "field_float", IsPrimaryKey: false, Description: "float", DataType: schemapb.DataType_Float, }, { FieldID: 108, Name: "field_double", IsPrimaryKey: false, Description: "double", DataType: schemapb.DataType_Double, }, { FieldID: 109, Name: "field_string", IsPrimaryKey: false, Description: "string", DataType: schemapb.DataType_String, }, { FieldID: 110, Name: "field_binary_vector", IsPrimaryKey: false, Description: "binary_vector", DataType: schemapb.DataType_BinaryVector, TypeParams: []*commonpb.KeyValuePair{ {Key: "dim", Value: "16"}, }, }, { FieldID: 111, Name: "field_float_vector", IsPrimaryKey: false, Description: "float_vector", DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{ {Key: "dim", Value: "4"}, }, }, }, } return schema } func strKeySchema() *schemapb.CollectionSchema { schema := &schemapb.CollectionSchema{ Name: "schema", Description: "schema", AutoID: true, Fields: []*schemapb.FieldSchema{ { FieldID: 101, Name: "uid", IsPrimaryKey: true, AutoID: false, Description: "uid", DataType: schemapb.DataType_VarChar, TypeParams: []*commonpb.KeyValuePair{ {Key: "max_length", Value: "1024"}, }, }, { FieldID: 102, Name: "int_scalar", IsPrimaryKey: false, Description: "int_scalar", DataType: schemapb.DataType_Int32, }, { FieldID: 103, Name: "float_scalar", IsPrimaryKey: false, Description: "float_scalar", DataType: schemapb.DataType_Float, }, { FieldID: 104, Name: "string_scalar", IsPrimaryKey: false, Description: "string_scalar", DataType: schemapb.DataType_VarChar, }, { FieldID: 105, Name: "bool_scalar", IsPrimaryKey: false, Description: "bool_scalar", DataType: schemapb.DataType_Bool, }, { FieldID: 106, Name: "vectors", IsPrimaryKey: false, Description: "vectors", DataType: schemapb.DataType_FloatVector, TypeParams: []*commonpb.KeyValuePair{ {Key: "dim", Value: "4"}, }, }, }, } return schema } func Test_ParserRows(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]} ] }`) err := parser.ParseRows(reader, nil) assert.NotNil(t, err) validator := NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.Nil(t, err) assert.Equal(t, int64(5), validator.ValidateCount()) reader = strings.NewReader(`{ "dummy":[] }`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "rows": }`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "rows": [} }`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "rows": {} }`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "rows": [[]] }`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`[]`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{}`) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(``) validator = NewJSONRowValidator(schema, nil) err = parser.ParseRows(reader, validator) assert.NotNil(t, err) } func Test_ParserColumns(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(`{ "field_bool": [true, false, true, true, true], "field_int8": [10, 11, 12, 13, 14], "field_int16": [100, 101, 102, 103, 104], "field_int32": [1000, 1001, 1002, 1003, 1004], "field_int64": [10000, 10001, 10002, 10003, 10004], "field_float": [3.14, 3.15, 3.16, 3.17, 3.18], "field_double": [5.1, 5.2, 5.3, 5.4, 5.5], "field_string": ["a", "b", "c", "d", "e"], "field_binary_vector": [ [254, 1], [253, 2], [252, 3], [251, 4], [250, 5] ], "field_float_vector": [ [1.1, 1.2, 1.3, 1.4], [2.1, 2.2, 2.3, 2.4], [3.1, 3.2, 3.3, 3.4], [4.1, 4.2, 4.3, 4.4], [5.1, 5.2, 5.3, 5.4] ] }`) err := parser.ParseColumns(reader, nil) assert.NotNil(t, err) validator := NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.Nil(t, err) counter := validator.ValidateCount() for _, v := range counter { assert.Equal(t, int64(5), v) } reader = strings.NewReader(`{ "field_int8": [10, 11, 12, 13, 14], "dummy":[1, 2, 3] }`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.Nil(t, err) reader = strings.NewReader(`{ "dummy":[1, 2, 3] }`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "field_bool": }`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "field_bool":{} }`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{ "field_bool":[} }`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`[]`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(`{}`) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) reader = strings.NewReader(``) validator = NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.NotNil(t, err) } func Test_ParserRowsStringKey(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 := NewJSONRowValidator(schema, nil) err := parser.ParseRows(reader, validator) assert.Nil(t, err) assert.Equal(t, int64(10), validator.ValidateCount()) } func Test_ParserColumnsStrKey(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 := NewJSONColumnValidator(schema, nil) err = parser.ParseColumns(reader, validator) assert.Nil(t, err) counter := validator.ValidateCount() for _, v := range counter { assert.Equal(t, int64(5), v) } }