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test(ingest/sql): refactor CLL generator + add tests (#10580)
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hsheth2 authored May 24, 2024
1 parent e79bdc0 commit 2e14f70
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Showing 16 changed files with 585 additions and 281 deletions.
Original file line number Diff line number Diff line change
Expand Up @@ -262,7 +262,7 @@ def extract(self) -> Optional[TaskMetadata]:
)

operator: "BigQueryInsertJobOperator" = self.operator
sql = operator.configuration.get("query")
sql = operator.configuration.get("query", {}).get("query")
if not sql:
self.log.warning("No query found in BigQueryInsertJobOperator")
return None
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Expand Up @@ -247,10 +247,11 @@ def _extract_lineage(
SQL_PARSING_RESULT_KEY, None
)
if sql_parsing_result:
if sql_parsing_result.debug_info.error:
datajob.properties["datahub_sql_parser_error"] = str(
sql_parsing_result.debug_info.error
)
if error := sql_parsing_result.debug_info.error:
logger.info(f"SQL parsing error: {error}", exc_info=error)
datajob.properties[
"datahub_sql_parser_error"
] = f"{type(error).__name__}: {error}"
if not sql_parsing_result.debug_info.table_error:
input_urns.extend(sql_parsing_result.in_tables)
output_urns.extend(sql_parsing_result.out_tables)
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Expand Up @@ -373,6 +373,7 @@ def test_airflow_plugin(
golden_path=golden_path,
ignore_paths=[
# TODO: If we switched to Git urls, maybe we could get this to work consistently.
r"root\[\d+\]\['aspect'\]\['json'\]\['customProperties'\]\['datahub_sql_parser_error'\]",
r"root\[\d+\]\['aspect'\]\['json'\]\['customProperties'\]\['openlineage_.*'\]",
],
)
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6 changes: 4 additions & 2 deletions metadata-ingestion-modules/airflow-plugin/tox.ini
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@
# and then run "tox" from this directory.

[tox]
envlist = py38-airflow21, py38-airflow22, py310-airflow24, py310-airflow26, py310-airflow27, py310-airflow28
envlist = py38-airflow21, py38-airflow22, py310-airflow24, py310-airflow26, py310-airflow27, py310-airflow28, py310-airflow29

[testenv]
use_develop = true
Expand All @@ -19,13 +19,15 @@ deps =
airflow26: apache-airflow~=2.6.0
airflow27: apache-airflow~=2.7.0
airflow28: apache-airflow~=2.8.0
airflow29: apache-airflow~=2.9.0

# Respect the Airflow constraints files.
# We can't make ourselves work with the constraints of Airflow < 2.3.
py310-airflow24: -c https://raw.githubusercontent.com/apache/airflow/constraints-2.4.3/constraints-3.10.txt
py310-airflow26: -c https://raw.githubusercontent.com/apache/airflow/constraints-2.6.3/constraints-3.10.txt
py310-airflow27: -c https://raw.githubusercontent.com/apache/airflow/constraints-2.7.3/constraints-3.10.txt
py310-airflow28: -c https://raw.githubusercontent.com/apache/airflow/constraints-2.8.1/constraints-3.10.txt
py310-airflow29: -c https://raw.githubusercontent.com/apache/airflow/constraints-2.9.1/constraints-3.10.txt

# Before pinning to the constraint files, we previously left the dependencies
# more open. There were a number of packages for which this caused issues.
Expand Down Expand Up @@ -53,6 +55,6 @@ commands =
[testenv:py310-airflow24]
extras = dev,integration-tests,plugin-v2,test-airflow24

[testenv:py310-airflow{26,27,28}]
[testenv:py310-airflow{26,27,28,29}]
extras = dev,integration-tests,plugin-v2

4 changes: 2 additions & 2 deletions metadata-ingestion/setup.py
Original file line number Diff line number Diff line change
Expand Up @@ -98,8 +98,8 @@

sqlglot_lib = {
# Using an Acryl fork of sqlglot.
# https://github.com/tobymao/sqlglot/compare/main...hsheth2:sqlglot:hsheth?expand=1
"acryl-sqlglot[rs]==23.17.1.dev10",
# https://github.com/tobymao/sqlglot/compare/main...hsheth2:sqlglot:main?expand=1
"acryl-sqlglot[rs]==24.0.1.dev7",
}

classification_lib = {
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2 changes: 1 addition & 1 deletion metadata-ingestion/src/datahub/ingestion/api/report.py
Original file line number Diff line number Diff line change
Expand Up @@ -41,7 +41,7 @@ def to_pure_python_obj(some_val: Any) -> Any:
if isinstance(some_val, SupportsAsObj):
return some_val.as_obj()
elif isinstance(some_val, pydantic.BaseModel):
return some_val.dict()
return Report.to_pure_python_obj(some_val.dict())
elif dataclasses.is_dataclass(some_val):
return dataclasses.asdict(some_val)
elif isinstance(some_val, list):
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8 changes: 7 additions & 1 deletion metadata-ingestion/src/datahub/sql_parsing/_models.py
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,13 @@ def __lt__(self, other: "_FrozenModel") -> bool:
for field in self.__fields__:
self_v = getattr(self, field)
other_v = getattr(other, field)
if self_v != other_v:

# Handle None values by pushing them to the end of the ordering.
if self_v is None and other_v is not None:
return False
elif self_v is not None and other_v is None:
return True
elif self_v != other_v:
return self_v < other_v

return False
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75 changes: 75 additions & 0 deletions metadata-ingestion/src/datahub/sql_parsing/query_types.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,75 @@
from typing import Optional, Tuple

import sqlglot

from datahub.sql_parsing.sql_parsing_common import QueryType, QueryTypeProps
from datahub.sql_parsing.sqlglot_utils import (
DialectOrStr,
get_dialect,
is_dialect_instance,
)


def _is_temp_table(table: sqlglot.exp.Table, dialect: sqlglot.Dialect) -> bool:
identifier: sqlglot.exp.Identifier = table.this

return identifier.args.get("temporary") or (
is_dialect_instance(dialect, "redshift") and identifier.name.startswith("#")
)


def _get_create_type_from_kind(kind: Optional[str]) -> QueryType:
if kind and "TABLE" in kind:
return QueryType.CREATE_TABLE_AS_SELECT
elif kind and "VIEW" in kind:
return QueryType.CREATE_VIEW
else:
return QueryType.CREATE_OTHER


def get_query_type_of_sql(
expression: sqlglot.exp.Expression, dialect: DialectOrStr
) -> Tuple[QueryType, QueryTypeProps]:
dialect = get_dialect(dialect)
query_type_props: QueryTypeProps = {}

# For creates, we need to look at the inner expression.
if isinstance(expression, sqlglot.exp.Create):
if is_create_table_ddl(expression):
return QueryType.CREATE_DDL, query_type_props

kind = expression.args.get("kind")
if kind:
kind = kind.upper()
query_type_props["kind"] = kind

target = expression.this
if any(
isinstance(prop, sqlglot.exp.TemporaryProperty)
for prop in (expression.args.get("properties") or [])
) or _is_temp_table(target, dialect=dialect):
query_type_props["temporary"] = True

query_type = _get_create_type_from_kind(kind)
return query_type, query_type_props

# UPGRADE: Once we use Python 3.10, replace this with a match expression.
mapping = {
sqlglot.exp.Select: QueryType.SELECT,
sqlglot.exp.Insert: QueryType.INSERT,
sqlglot.exp.Update: QueryType.UPDATE,
sqlglot.exp.Delete: QueryType.DELETE,
sqlglot.exp.Merge: QueryType.MERGE,
sqlglot.exp.Query: QueryType.SELECT, # unions, etc. are also selects
}

for cls, query_type in mapping.items():
if isinstance(expression, cls):
return query_type, query_type_props
return QueryType.UNKNOWN, {}


def is_create_table_ddl(statement: sqlglot.exp.Expression) -> bool:
return isinstance(statement, sqlglot.exp.Create) and isinstance(
statement.this, sqlglot.exp.Schema
)
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