datahub/metadata-ingestion/tests/unit/test_protobuf_util.py

308 lines
8.2 KiB
Python

from typing import List
import pytest
from datahub.ingestion.extractor.protobuf_util import (
ProtobufSchema,
protobuf_schema_to_mce_fields,
)
from datahub.metadata.schema_classes import ArrayTypeClass, SchemaFieldClass
def test_protobuf_schema_to_mce_fields_with_single_empty_message() -> None:
schema: str = """
syntax = "proto3";
message Test1 {
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_1.proto", schema)
)
assert 0 == len(fields)
def test_protobuf_schema_to_mce_fields_with_single_message_single_field_key_schema() -> (
None
):
schema: str = """
syntax = "proto3";
message Test2 {
string field_1 = 1;
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_2.proto", schema), is_key_schema=True
)
assert 1 == len(fields)
assert (
"[version=2.0].[key=True].[type=Test2].[type=string].field_1"
== fields[0].fieldPath
)
assert "string" == fields[0].nativeDataType
def test_protobuf_schema_to_mce_fields_with_two_messages_enum() -> None:
schema: str = """
syntax = "proto3";
message Test3 {
string field_1 = 1;
enum anEnum {
first = 0;
second = 1;
}
anEnum field_2 = 2;
}
message Test4 {
int64 anInteger = 1;
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_3.proto", schema)
)
assert 5 == len(fields)
assert "[version=2.0].[type=Test3].Test3" == fields[0].fieldPath
assert "[version=2.0].[type=Test3].Test3.[type=enum].field_2" == fields[1].fieldPath
assert (
"[version=2.0].[type=Test3].Test3.[type=string].field_1" == fields[2].fieldPath
)
assert "[version=2.0].[type=Test4].Test4" == fields[3].fieldPath
assert (
"[version=2.0].[type=Test4].Test4.[type=long].anInteger" == fields[4].fieldPath
)
def test_protobuf_schema_to_mce_fields_nested():
schema: str = """
syntax = "proto3";
message Test5 {
Nested1 f1 = 1;
message Nested1 {
Nested2 f2 = 1;
message Nested2 {
Nested3 f3 = 1;
message Nested3 {
message Nested4 {}
Nested4 f4 = 1;
}
}
}
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_4.proto", schema)
)
assert 4 == len(fields)
assert "[version=2.0].[type=Test5].[type=Test5_Nested1].f1" == fields[0].fieldPath
assert (
"[version=2.0].[type=Test5].[type=Test5_Nested1].f1.[type=Test5_Nested1_Nested2].f2"
== fields[1].fieldPath
)
assert (
"[version=2.0].[type=Test5].[type=Test5_Nested1].f1.[type=Test5_Nested1_Nested2].f2.[type=Test5_Nested1_Nested2_Nested3].f3"
== fields[2].fieldPath
)
assert (
"[version=2.0].[type=Test5].[type=Test5_Nested1].f1.[type=Test5_Nested1_Nested2].f2.[type=Test5_Nested1_Nested2_Nested3].f3.[type=Test5_Nested1_Nested2_Nested3_Nested4].f4"
== fields[3].fieldPath
)
assert "Test5.Nested1.Nested2.Nested3.Nested4" == fields[3].nativeDataType
def test_protobuf_schema_to_mce_fields_repeated() -> None:
schema: str = """
syntax = "proto3";
message Test6 {
repeated int64 aList = 1;
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_5.proto", schema)
)
assert 1 == len(fields)
assert (
"[version=2.0].[type=Test6].[type=array].[type=long].aList"
== fields[0].fieldPath
)
assert "int64" == fields[0].nativeDataType
assert isinstance(fields[0].type.type, ArrayTypeClass)
assert fields[0].type.type.nestedType is not None
assert "int64" == fields[0].type.type.nestedType[0]
def test_protobuf_schema_to_mce_fields_nestd_repeated() -> None:
schema: str = """
syntax = "proto3";
message Test7 {
repeated Nested aList = 1;
message Nested {
string name = 1;
}
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_6.proto", schema)
)
assert 2 == len(fields)
assert (
"[version=2.0].[type=Test7].[type=array].[type=Test7_Nested].aList"
== fields[0].fieldPath
)
assert (
"[version=2.0].[type=Test7].[type=array].[type=Test7_Nested].aList.[type=string].name"
== fields[1].fieldPath
)
assert "Test7.Nested" == fields[0].nativeDataType
assert isinstance(fields[0].type.type, ArrayTypeClass)
assert fields[0].type.type.nestedType is not None
assert "Test7.Nested" == fields[0].type.type.nestedType[0]
# This is not how maps should be encoded but we need to find a good way of detecting
# maps in protobuf before we change it back
#
def test_protobuf_schema_to_mce_fields_map() -> None:
schema: str = """
syntax = "proto3";
message Test8 {
map<string, int64> map_1 = 1;
map<string, Nested> map_2 = 2;
message Nested {
string aString = 1;
}
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_7.proto", schema)
)
assert 7 == len(fields)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map1Entry].map_1"
== fields[0].fieldPath
)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map1Entry].map_1.[type=long].value"
== fields[1].fieldPath
)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map1Entry].map_1.[type=string].key"
== fields[2].fieldPath
)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map2Entry].map_2"
== fields[3].fieldPath
)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map2Entry].map_2.[type=Test8_Nested].value"
== fields[4].fieldPath
)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map2Entry].map_2.[type=Test8_Nested].value.[type=string].aString"
== fields[5].fieldPath
)
assert (
"[version=2.0].[type=Test8].[type=array].[type=Test8_Map2Entry].map_2.[type=string].key"
== fields[6].fieldPath
)
def test_protobuf_schema_to_mce_fields_with_complex_schema() -> None:
schema: str = """
syntax = "proto3";
message Test9 {
string string_field_1 = 1;
bool boolean_field_1 = 2;
int64 int64_field_1 = 3;
EmptyNested emptyMsg = 4;
// an empty message
message EmptyNested {};
oneof payload {
string pl_1 = 5;
int64 pl_2 = 6;
}
enum anEnum {
idle = 0;
spinning = 1;
}
}
message Test10 {
int64 an_int_64_field = 1;
}
"""
fields: List[SchemaFieldClass] = protobuf_schema_to_mce_fields(
ProtobufSchema("main_8.proto", schema)
)
assert 10 == len(fields)
assert "[version=2.0].[type=Test10].Test10" == fields[0].fieldPath
assert (
"[version=2.0].[type=Test10].Test10.[type=long].an_int_64_field"
== fields[1].fieldPath
)
assert "[version=2.0].[type=Test9].Test9" == fields[2].fieldPath
assert (
"[version=2.0].[type=Test9].Test9.[type=Test9_EmptyNested].emptyMsg"
== fields[3].fieldPath
)
assert (
"[version=2.0].[type=Test9].Test9.[type=bool].boolean_field_1"
== fields[4].fieldPath
)
assert (
"[version=2.0].[type=Test9].Test9.[type=long].int64_field_1"
== fields[5].fieldPath
)
assert (
"[version=2.0].[type=Test9].Test9.[type=string].string_field_1"
== fields[6].fieldPath
)
assert (
"[version=2.0].[type=Test9].Test9.[type=union].payload" == fields[7].fieldPath
)
assert (
"[version=2.0].[type=Test9].Test9.[type=union].payload.[type=long].pl_2"
== fields[8].fieldPath
)
assert (
"[version=2.0].[type=Test9].Test9.[type=union].payload.[type=string].pl_1"
== fields[9].fieldPath
)
def test_protobuf_schema_with_recursive_type() -> None:
schema: str = """
syntax = "proto3";
message Test11 {
string a_property = 1;
Test11 recursive = 2;
}
"""
with pytest.raises(Exception) as e_info:
protobuf_schema_to_mce_fields(ProtobufSchema("main_9.proto", schema))
assert str(e_info.value) == "Cyclic schemas are not supported"