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chore: import upstream snapshot with attribution
2026-07-13 13:35:45 +08:00

435 lines
17 KiB
Python

# 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.
"""
sql lineage utils tests
"""
import uuid
from unittest import TestCase
import pytest
from collate_sqllineage.core.models import Location
from collate_sqllineage.core.models import Table as LineageTable
from metadata.generated.schema.entity.data.table import Table
from metadata.ingestion.lineage.models import Dialect
from metadata.ingestion.lineage.parser import LineageParser
from metadata.ingestion.lineage.sql_lineage import (
_replace_target_table,
get_column_lineage,
get_table_fqn_from_query_name,
populate_column_lineage_map,
)
from metadata.utils.logger import Loggers
QUERY = [
"CREATE TABLE MYTABLE2 AS SELECT * FROM MYTABLE1;",
"CREATE TABLE MYTABLE3 AS SELECT ID, NAME FROM MYTABLE1",
"CREATE VIEW MYVIEW2 AS SELECT NAME, CITY FROM MYTABLE1;",
"INSERT INTO MYTABLE5 SELECT ID, NAME, CITY FROM MYTABLE1;",
]
EXPECTED_LINEAGE_MAP = [
{"<default>.mytable2": {"<default>.mytable1": [("*", "*")]}},
{"<default>.mytable3": {"<default>.mytable1": [("ID", "ID"), ("NAME", "NAME")]}},
{"<default>.myview2": {"<default>.mytable1": [("CITY", "CITY"), ("NAME", "NAME")]}},
{"<default>.mytable5": {"<default>.mytable1": [("CITY", "CITY"), ("ID", "ID"), ("NAME", "NAME")]}},
]
class SqlLineageTest(TestCase):
"""
SQL Lineage Utility Tests
"""
def test_populate_column_lineage_map(self):
for i, query in enumerate(QUERY):
lineage_parser = LineageParser(query)
raw_column_lineage = lineage_parser.column_lineage
lineage_map = populate_column_lineage_map(raw_column_lineage)
self.assertEqual(lineage_map, EXPECTED_LINEAGE_MAP[i])
def test_get_column_lineage_select_all(self):
"""
Method to test column wildcard
"""
# Given
column_lineage_map = {"testdb.public.target": {"testdb.public.users": [("*", "*")]}}
to_entity = Table(
id=uuid.uuid4(),
name="target",
fullyQualifiedName="testdb.public.target",
columns=[
{
"name": "id",
"dataType": "NUMBER",
"fullyQualifiedName": "testdb.public.target.id",
},
{
"name": "otherCol",
"dataType": "NUMBER",
"fullyQualifiedName": "testdb.public.target.otherCol",
},
],
)
from_entity = Table(
id=uuid.uuid4(),
name="users",
fullyQualifiedName="testdb.public.users",
columns=[
{
"name": "id",
"dataType": "NUMBER",
"fullyQualifiedName": "testdb.public.users.id",
}
],
)
# When
col_lineage = get_column_lineage(
to_entity=to_entity,
to_table_raw_name="testdb.public.target",
from_entity=from_entity,
from_table_raw_name="testdb.public.users",
column_lineage_map=column_lineage_map,
)
# Then
assert len(col_lineage) == 1
def test_populate_column_lineage_map_select_all(self):
"""
Method to test column lineage map populate func
"""
# Given
query = """CREATE TABLE TESTDB.PUBLIC.TARGET AS
SELECT * FROM TESTDB.PUBLIC.USERS
;
"""
lineage_parser = LineageParser(query)
raw_column_lineage = lineage_parser.column_lineage
# When
lineage_map = populate_column_lineage_map(raw_column_lineage)
# Then
self.assertEqual(lineage_map, {"testdb.public.target": {"testdb.public.users": [("*", "*")]}})
def test_populate_column_lineage_map_ctes(self):
"""
Method to test column lineage map populate func with ctes
"""
# Given
query = """CREATE TABLE TESTDB.PUBLIC.TARGET AS
WITH cte_table AS (
SELECT
USERS.ID,
USERS.NAME
FROM TESTDB.PUBLIC.USERS
),
cte_table2 AS (
SELECT
ID,
NAME
FROM cte_table
)
SELECT
ID,
NAME
FROM cte_table2
;
"""
lineage_parser = LineageParser(query)
raw_column_lineage = lineage_parser.column_lineage
# When
lineage_map = populate_column_lineage_map(raw_column_lineage)
# Then
self.assertEqual(
lineage_map,
{"testdb.public.target": {"testdb.public.users": [("ID", "ID"), ("NAME", "NAME")]}},
)
@pytest.mark.skip(reason="It is flaky and must be reviewed.")
def test_time_out_is_reached(self):
"""
Method to test timeout
"""
# Given
query = """
create table my_example_table as
select *
from (
values
{values}
) as my_data_example (value1, value2, value3, value4, value5)
qualify row_number() over (partition by value1, value2 order by my_data_example is not null desc) = 1
"""
values_format = "\t('value1{a}','value2{b}','value{c}','value{d}','value{e}')"
values = [values_format.format(a=0, b=0, c=0, d=0, e=0)]
for num in range(1, 2000):
values.insert(0, values_format.format(a=num, b=num, c=num, d=num, e=num) + ",")
# When
with self.assertLogs(Loggers.INGESTION.value, level="DEBUG") as logger:
LineageParser(
query.format(values="\n".join(values)),
dialect=Dialect.SNOWFLAKE,
timeout_seconds=1,
)
# Then
self.assertTrue(
any("Parser has been running for more than 1 seconds." in log for log in logger.output),
"Parser finished before the 1 expected seconds!",
)
def test_table_name_from_query(self):
"""
Method to test get_table_fqn_from_query_name func
"""
raw_query_name = "test.tab"
self.assertEqual(get_table_fqn_from_query_name(raw_query_name), (None, "test", "tab"))
raw_query_name = "db.test.tab"
self.assertEqual(get_table_fqn_from_query_name(raw_query_name), ("db", "test", "tab"))
raw_query_name = "tab"
self.assertEqual(get_table_fqn_from_query_name(raw_query_name), (None, None, "tab"))
raw_query_name = "project.dataset.info_schema.tab"
self.assertEqual(get_table_fqn_from_query_name(raw_query_name), (None, None, "tab"))
def test_replace_target_table(self):
"""
Test the _replace_target_table function
"""
# Create a LineageParser with a dummy UDF query
query = "CREATE TABLE dummy_table_name AS SELECT id, name FROM source_table"
parser = LineageParser(query, dialect=Dialect.ANSI)
# Replace the target table with the expected name
expected_table_name = "actual_target_table"
_replace_target_table(parser, expected_table_name)
# Verify the target table has been replaced
stmt_holder = parser.parser._stmt_holders[0]
target_tables = list(stmt_holder.write)
# Check that we have exactly one target table with the expected name
self.assertEqual(len(target_tables), 1)
self.assertEqual(str(target_tables[0]), "<default>.actual_target_table")
# Verify column lineage is preserved
column_lineage = parser.parser.get_column_lineage()
self.assertIsNotNone(column_lineage)
# Check that column lineage points to the new target table
for col_lineage in column_lineage:
target_column = col_lineage[-1]
self.assertEqual(str(target_column.parent), "<default>.actual_target_table")
def test_replace_target_table_with_default_schema(self):
"""
Test _replace_target_table with default schema removal
"""
# Create a LineageParser with a query
query = "CREATE TABLE dummy_table_name AS SELECT * FROM source_table"
parser = LineageParser(query, dialect=Dialect.ANSI)
# Replace with a name containing default schema
expected_table_name = "<default>.actual_table"
_replace_target_table(parser, expected_table_name)
# Verify the target table name is correct
# Note: LineageTable always adds <default> for tables without schema
stmt_holder = parser.parser._stmt_holders[0]
target_tables = list(stmt_holder.write)
self.assertEqual(len(target_tables), 1)
# LineageTable will add <default> back even after we remove it
self.assertEqual(str(target_tables[0]), "<default>.actual_table")
def test_copy_into_from_stage_not_filtered(self):
"""
Test that Snowflake COPY INTO table FROM @stage statements are NOT filtered out
as they provide valuable lineage information from stages to tables.
"""
snowflake_copy_queries = [
"COPY INTO wine_quality FROM @demo FILE_FORMAT = wine_csv_format;",
"COPY INTO my_table FROM @my_stage",
"COPY INTO db.schema.table FROM @external_stage FILE_FORMAT = (TYPE = CSV)",
"copy into target_table from @s3_stage/path/to/files",
]
for query in snowflake_copy_queries:
result = LineageParser.clean_raw_query(query)
self.assertIsNotNone(
result,
f"Query should NOT be filtered: {query}",
)
def test_generic_copy_statements_filtered(self):
"""
Test that generic COPY statements (like PostgreSQL COPY FROM path)
are still filtered out as they don't provide lineage value.
"""
generic_copy_queries = [
"COPY my_table FROM '/path/to/file.csv'",
"COPY users FROM '/tmp/data.csv' WITH CSV HEADER",
"COPY table_name FROM STDIN",
"COPY orders FROM 's3://bucket/file.csv'",
]
for query in generic_copy_queries:
result = LineageParser.clean_raw_query(query)
self.assertIsNone(
result,
f"Query should be filtered: {query}",
)
def test_copy_to_statements_filtered(self):
"""
Test that COPY TO statements are filtered out as they are export operations.
"""
copy_to_queries = [
"COPY my_table TO '/path/to/file.csv'",
"COPY (SELECT * FROM users) TO '/tmp/output.csv'",
]
for query in copy_to_queries:
result = LineageParser.clean_raw_query(query)
self.assertIsNone(
result,
f"Query should be filtered: {query}",
)
# -------------------------------------------------------------------------
# Snowflake Stage Lineage Tests
# -------------------------------------------------------------------------
def test_copy_into_stage_from_table_not_filtered(self):
"""
Test that Snowflake COPY INTO @stage FROM table (unload) statements
are NOT filtered out, as they provide lineage from tables to stages.
"""
snowflake_unload_queries = [
"COPY INTO @my_stage FROM my_table",
"COPY INTO @db.schema.stage FROM (SELECT * FROM t)",
"copy into @stage/path FROM table1",
"COPY INTO @~/ FROM my_table FILE_FORMAT = (TYPE = CSV COMPRESSION = GZIP)",
"COPY INTO @~/staged FROM sales_data",
"COPY INTO @my_stage/daily/2024/ FROM reporting.public.daily_metrics",
"COPY INTO @external_stage/path/ FROM (SELECT col1 FROM src_table WHERE id > 100)",
]
for query in snowflake_unload_queries:
result = LineageParser.clean_raw_query(query)
self.assertIsNotNone(
result,
f"COPY INTO @stage FROM table should NOT be filtered: {query}",
)
def test_stage_lineage_source_as_location_type(self):
"""
Verify that COPY INTO table FROM @stage returns Location as source
and Table as target with correct types.
"""
query = "COPY INTO wine_quality FROM @demo FILE_FORMAT = wine_csv_format;"
parser = LineageParser(query, dialect=Dialect.SNOWFLAKE)
self.assertEqual(len(parser.source_tables), 1)
self.assertEqual(len(parser.target_tables), 1)
self.assertIsInstance(parser.source_tables[0], Location)
self.assertNotIsInstance(parser.source_tables[0], LineageTable)
def test_stage_lineage_target_as_location_type(self):
"""
Verify that COPY INTO @stage FROM table returns Table as source
and Location as target with correct types.
"""
query = "COPY INTO @my_stage FROM my_table"
parser = LineageParser(query, dialect=Dialect.SNOWFLAKE)
self.assertEqual(len(parser.source_tables), 1)
self.assertEqual(len(parser.target_tables), 1)
self.assertNotIsInstance(parser.target_tables[0], LineageTable)
self.assertIsInstance(parser.target_tables[0], Location)
def test_stage_lineage_fully_qualified_names(self):
"""
Test stage lineage with fully qualified database.schema.stage names
for both source and target directions.
"""
# Stage as source (loading data into table)
query_load = "COPY INTO db.schema.target_table FROM @db.schema.my_stage"
parser_load = LineageParser(query_load, dialect=Dialect.SNOWFLAKE)
self.assertEqual(len(parser_load.source_tables), 1)
self.assertEqual(len(parser_load.target_tables), 1)
self.assertIsInstance(parser_load.source_tables[0], Location)
self.assertEqual(str(parser_load.source_tables[0]), "db.schema.my_stage")
self.assertEqual(str(parser_load.target_tables[0]), "db.schema.target_table")
# Stage as target (unloading data from table)
query_unload = "COPY INTO @db.schema.my_stage FROM db.schema.source_table"
parser_unload = LineageParser(query_unload, dialect=Dialect.SNOWFLAKE)
self.assertEqual(len(parser_unload.source_tables), 1)
self.assertEqual(len(parser_unload.target_tables), 1)
self.assertIsInstance(parser_unload.target_tables[0], Location)
self.assertEqual(str(parser_unload.source_tables[0]), "db.schema.source_table")
self.assertEqual(str(parser_unload.target_tables[0]), "db.schema.my_stage")
def test_stage_lineage_unload_with_select_subquery(self):
"""
Test COPY INTO @stage FROM (SELECT ...) extracts the underlying
source table correctly from the subquery.
"""
query = "COPY INTO @external_stage/path/ FROM (SELECT col1, col2 FROM db.schema.source_table WHERE id > 100)"
parser = LineageParser(query, dialect=Dialect.SNOWFLAKE)
self.assertEqual(len(parser.source_tables), 1)
self.assertEqual(len(parser.target_tables), 1)
self.assertEqual(str(parser.source_tables[0]), "db.schema.source_table")
self.assertIsInstance(parser.target_tables[0], Location)
def test_stage_lineage_user_stage(self):
"""
Test COPY INTO with user stage (@~/) is properly handled.
"""
query = "COPY INTO @~/ FROM my_table FILE_FORMAT = (TYPE = CSV)"
parser = LineageParser(query, dialect=Dialect.SNOWFLAKE)
self.assertEqual(len(parser.source_tables), 1)
self.assertEqual(len(parser.target_tables), 1)
self.assertIsInstance(parser.source_tables[0], LineageTable)
self.assertIsInstance(parser.target_tables[0], Location)
def test_stage_lineage_with_file_format_options(self):
"""
Test that file format options don't interfere with lineage parsing.
"""
queries = [
"COPY INTO my_table FROM @stage FILE_FORMAT = (TYPE = CSV SKIP_HEADER = 1)",
"COPY INTO my_table FROM @stage FILE_FORMAT = wine_csv_format",
"COPY INTO @stage FROM my_table FILE_FORMAT = (TYPE = PARQUET)",
"COPY INTO my_table FROM @stage PATTERN='.*[.]csv'",
]
for query in queries:
parser = LineageParser(query, dialect=Dialect.SNOWFLAKE)
self.assertTrue(
len(parser.source_tables) > 0,
f"Expected source tables for query: {query}",
)
self.assertTrue(
len(parser.target_tables) > 0,
f"Expected target tables for query: {query}",
)