OpenMetadata/ingestion/tests/unit/test_avro_parser.py

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# Copyright 2025 Collate
# Licensed under the Collate Community License, Version 1.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
# 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.
"""
Avro parser tests
"""
from unittest import TestCase
from metadata.parsers.avro_parser import parse_avro_schema
SAMPLE_AVRO_SCHEMA = """
{
"namespace": "openmetadata.kafka",
"name": "level",
"type": "record",
"doc": "This is a first level record",
"fields": [
{
"name": "uid",
"type": "int",
"doc": "The field represents unique id"
},
{
"name": "somefield",
"type": "string"
},
{
"name": "options",
"doc": "The field represents options array",
"type": {
"type": "array",
"items": {
"type": "record",
"name": "lvl2_record",
"doc": "The field represents a level 2 record",
"fields": [
{
"name": "item1_lvl2",
"type": "string"
},
{
"name": "item2_lvl2",
"doc": "level 2 array",
"type": {
"type": "array",
"items": {
"type": "record",
"name": "lvl3_record",
"fields": [
{
"name": "item1_lvl3",
"type": "string",
"doc": "The field represents level3 item"
},
{
"name": "item2_lvl3",
"type": "string"
}
]
}
}
}
]
}
}
}
]
}
"""
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RECURSIVE_AVRO_SCHEMA = """
{
"name":"MainRecord",
"type":"record",
"fields":[
{
"default":"None",
"name":"NestedRecord",
"type":[
"null",
{
"fields":[
{
"default":"None",
"name":"FieldA",
"type":[
"null",
{
"items":{
"fields":[
{
"name":"FieldAA",
"type":"string"
},
{
"default":"None",
"name":"FieldBB",
"type":[
"null",
"string"
]
},
{
"default":"None",
"name":"FieldCC",
"type":[
"null",
"RecursionIssueRecord"
]
}
],
"name":"RecursionIssueRecord",
"type":"record"
},
"type":"array"
}
]
}
],
"name":"FieldInNestedRecord",
"type":"record"
}
]
}
]
}
"""
ARRAY_OF_STR = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "matrix",
"type": {
"type": "array",
"items": "string"
}
}
]
}
"""
ARRAY_OF_ARRAY = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "matrix",
"type": {
"type": "array",
"items": {
"type": "array",
"items": "int"
}
}
}
]
}
"""
ARRAY_OF_ARRAY_OF_RECORD = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "matrix",
"type": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "record",
"name": "Record",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
}
}
}
]
}
"""
ARRAY_OF_NESTED_ARRAY = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "matrix",
"type": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "array",
"items": "int"
}
}
}
}
}
}
]
}
"""
ARRAY_OF_NESTED_ARRAY_WITH_CHILD = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "matrix",
"type": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "array",
"items": {
"type": "array",
"items":{
"type": "record",
"name": "Record",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
}
}
}
}
}
}
]
}
"""
UNION_EXAMPLE_1 = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "id",
"type": ["null","int"]
}
]
}
"""
UNION_EXAMPLE_2 = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "id",
"type": ["null","int","string","boolean"]
}
]
}
"""
UNION_EXAMPLE_3 = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "id",
"type": [
"null",
{
"type": "record",
"name": "Record",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
]
}
]
}
"""
UNION_EXAMPLE_4 = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "id",
"type": [
"null",
{
"type": "record",
"name": "Record",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
},
{
"type": "record",
"name": "Record2",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
]
}
]
}
"""
UNION_OF_STR_AND_RECORD = """
{
"type": "record",
"name": "ArrayOfArrays",
"fields": [
{
"name": "id",
"type": [
"string",
{
"type": "record",
"name": "Record",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
]
}
]
}
"""
UNION_OF_ARRAY = """
{
"type": "record",
"name": "UnionOfArray",
"fields": [
{
"name": "matrix",
"type":[
"null",
{
"type": "array",
"items": "int"
}
]
}
]
}
"""
UNION_OF_ARRAY_OF_RECORD = """
{
"type": "record",
"name": "UnionOfArray",
"fields": [
{
"name": "matrix",
"type":[
"null",
{
"type": "array",
"items": {
"type": "record",
"name": "Record2",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
}
]
}
]
}
"""
UNION_OF_ARRAY_OF_RECORD_1 = """
{
"type": "record",
"name": "UnionOfArray",
"fields": [
{
"name": "matrix",
"type":[
"int",
{
"type": "array",
"items": {
"type": "record",
"name": "Record2",
"fields": [
{
"name": "field1",
"type": "string"
},
{
"name": "field2",
"type": "int"
}
]
}
}
]
}
]
}
"""
RECORD_INSIDE_RECORD = """
{
"type": "record",
"name": "OuterRecord",
"fields": [
{
"name": "id",
"type": "int"
},
{
"name": "name",
"type": "string"
},
{
"name": "innerRecord",
"type": {
"type": "record",
"name": "InnerRecord",
"fields": [
{
"name": "address",
"type": "string"
},
{
"name": "phoneNumbers",
"type": {
"type": "array",
"items": "string"
}
}
]
}
},
{
"name": "tags",
"type": {
"type": "array",
"items": "string"
}
}
]
}
"""
RECURSION_ISSUE_SAMPLE = """
{
"type": "record",
"name": "RecursionIssue",
"namespace": "com.issue.recursion",
"doc": "Schema with recursion issue",
"fields": [
{
"name": "issue",
"type": {
"type": "record",
"name": "Issue",
"doc": "Global Schema Name",
"fields": [
{
"name": "itemList",
"default": null,
"type": [
"null",
{
"type": "array",
"items": {
"type": "record",
"name": "Item",
"doc": "Item List - Array of Sub Schema",
"fields": [
{
"name": "itemList",
"type": [
"null",
{
"type": "array",
"items": "Item"
}
],
"default": null
}
]
}
}
]
}
]
}
}
]
}
"""
class AvroParserTests(TestCase):
"""
Check methods from avro_parser.py
"""
parsed_schema = parse_avro_schema(SAMPLE_AVRO_SCHEMA)
def test_first_level(self):
"""
Test nested schema
"""
self.assertEqual(self.parsed_schema[0].name.root, "level")
self.assertEqual(
self.parsed_schema[0].description.root, "This is a first level record"
)
self.assertEqual(self.parsed_schema[0].dataType.name, "RECORD")
def test_second_level(self):
"""
Test nested schema
"""
children = self.parsed_schema[0].children
field_names = {str(field.name.root) for field in children}
self.assertEqual(
field_names,
{"uid", "somefield", "options"},
)
field_types = {str(field.dataType.name) for field in children}
self.assertEqual(field_types, {"INT", "STRING", "ARRAY"})
field_descriptions = {
field.description.root if field.description else None for field in children
}
self.assertEqual(
field_descriptions,
{
"The field represents unique id",
None,
"The field represents options array",
},
)
def test_third_level(self):
"""
Test nested schema
"""
level3_record = self.parsed_schema[0].children[2].children[0]
children = level3_record.children
self.assertEqual(level3_record.name.root, "lvl2_record")
self.assertEqual(
level3_record.description.root, "The field represents a level 2 record"
)
self.assertEqual(level3_record.dataType.name, "RECORD")
field_names = {str(field.name.root) for field in children}
self.assertEqual(
field_names,
{"item1_lvl2", "item2_lvl2"},
)
field_types = {str(field.dataType.name) for field in children}
self.assertEqual(field_types, {"STRING", "ARRAY"})
field_descriptions = {
field.description.root if field.description else None for field in children
}
self.assertEqual(field_descriptions, {None, "level 2 array"})
def test_fourth_level(self):
"""
Test nested schema
"""
level3_record = self.parsed_schema[0].children[2].children[0]
children = level3_record.children[1].children[0].children
field_names = {str(field.name.root) for field in children}
self.assertEqual(
field_names,
{"item1_lvl3", "item2_lvl3"},
)
field_types = {str(field.dataType.name) for field in children}
self.assertEqual(field_types, {"STRING"})
def parse_schema_assert_without_child(self, schema: str, display: str):
example = parse_avro_schema(schema)
self.assertIsNotNone(example) # is parsed
field = example[0].children[0]
self.assertEqual(field.dataTypeDisplay, display)
self.assertIsNone(field.children) # no child
def parse_schema_assert_one_child(self, schema: str, display: str):
example = parse_avro_schema(schema)
self.assertIsNotNone(example) # is parsed
field = example[0].children[0]
self.assertEqual(field.dataTypeDisplay, display)
# has one child
self.assertIsNotNone(field.children)
self.assertEqual(len(field.children), 1)
def test_array_parsing(self):
"""
Test array parsing
"""
self.parse_schema_assert_without_child(ARRAY_OF_STR, "ARRAY<string>")
self.parse_schema_assert_without_child(ARRAY_OF_ARRAY, "ARRAY<ARRAY<int>>")
self.parse_schema_assert_without_child(
ARRAY_OF_NESTED_ARRAY, "ARRAY<ARRAY<ARRAY<ARRAY<ARRAY<int>>>>>"
)
self.parse_schema_assert_one_child(
ARRAY_OF_ARRAY_OF_RECORD, "ARRAY<ARRAY<record>>"
)
self.parse_schema_assert_one_child(
ARRAY_OF_NESTED_ARRAY_WITH_CHILD,
"ARRAY<ARRAY<ARRAY<ARRAY<ARRAY<record>>>>>",
)
def test_union_parsing(self):
"""
Test union parsing
"""
self.parse_schema_assert_without_child(UNION_EXAMPLE_1, "UNION<null,int>")
self.parse_schema_assert_without_child(
UNION_EXAMPLE_2, "UNION<null,int,string,boolean>"
)
self.parse_schema_assert_one_child(UNION_EXAMPLE_3, "UNION<null,record>")
self.parse_schema_assert_without_child(
UNION_EXAMPLE_4, "UNION<null,record,record>"
)
self.parse_schema_assert_without_child(UNION_OF_ARRAY, "UNION<null,ARRAY<int>>")
self.parse_schema_assert_without_child(
UNION_OF_STR_AND_RECORD, "UNION<string,record>"
)
self.parse_schema_assert_one_child(
UNION_OF_ARRAY_OF_RECORD, "UNION<null,ARRAY<record>>"
)
self.parse_schema_assert_without_child(
UNION_OF_ARRAY_OF_RECORD_1, "UNION<int,array>"
)
def test_nested_record_parsing(self):
parsed_record_schema = parse_avro_schema(RECORD_INSIDE_RECORD)
# test 1st level record
self.assertEqual(parsed_record_schema[0].name.root, "OuterRecord")
self.assertEqual(parsed_record_schema[0].dataType.name, "RECORD")
# test 2nd level record
self.assertEqual(parsed_record_schema[0].children[2].name.root, "innerRecord")
self.assertEqual(parsed_record_schema[0].children[2].dataType.name, "RECORD")
# test fields inside 2nd level record
self.assertEqual(
parsed_record_schema[0].children[2].children[0].name.root, "InnerRecord"
)
self.assertEqual(
parsed_record_schema[0].children[2].children[0].dataType.name, "RECORD"
)
self.assertEqual(
parsed_record_schema[0].children[2].children[0].children[1].name.root,
"phoneNumbers",
)
self.assertEqual(
parsed_record_schema[0].children[2].children[0].children[1].dataType.name,
"ARRAY",
)
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def test_recursive_record_parsing(self):
parsed_recursive_schema = parse_avro_schema(RECURSIVE_AVRO_SCHEMA)
# test that the recursive schema stops processing after 1st occurrence
self.assertEqual(
parsed_recursive_schema[0]
.children[0]
.children[0]
.children[0]
.children[0]
.name.root,
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"RecursionIssueRecord",
)
self.assertEqual(
parsed_recursive_schema[0]
.children[0]
.children[0]
.children[0]
.children[0]
.children[2]
.name.root,
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"FieldCC",
)
self.assertEqual(
parsed_recursive_schema[0]
.children[0]
.children[0]
.children[0]
.children[0]
.children[2]
.children[0]
.name.root,
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"RecursionIssueRecord",
)
self.assertIsNone(
parsed_recursive_schema[0]
.children[0]
.children[0]
.children[0]
.children[0]
.children[2]
.children[0]
.children
)
def test_recursive_issue_parsing(self):
recur_parsed_schema = parse_avro_schema(RECURSION_ISSUE_SAMPLE)
self.assertEqual(
recur_parsed_schema[0]
.children[0]
.children[0]
.children[0]
.children[0]
.name.root,
"Item",
)
self.assertEqual(
recur_parsed_schema[0].children[0].children[0].children[0].name.root,
"itemList",
)
self.assertIsNone(
recur_parsed_schema[0]
.children[0]
.children[0]
.children[0]
.children[0]
.children[0]
.children[0]
.children
)