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superset2/superset/db_engine_specs/kusto.py
2025-05-27 18:03:55 -04:00

156 lines
6.3 KiB
Python

# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# 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.
import re
from datetime import datetime
from typing import Any, Optional
from sqlalchemy import types
from sqlalchemy.dialects.mssql.base import SMALLDATETIME
from superset.constants import TimeGrain
from superset.db_engine_specs.base import BaseEngineSpec
from superset.db_engine_specs.exceptions import (
SupersetDBAPIDatabaseError,
SupersetDBAPIOperationalError,
SupersetDBAPIProgrammingError,
)
from superset.sql.parse import LimitMethod
from superset.utils.core import GenericDataType
class KustoSqlEngineSpec(BaseEngineSpec): # pylint: disable=abstract-method
limit_method = LimitMethod.WRAP_SQL
engine = "kustosql"
engine_name = "KustoSQL"
time_groupby_inline = True
allows_joins = True
allows_subqueries = True
allows_sql_comments = False
_time_grain_expressions = {
None: "{col}",
TimeGrain.SECOND: "DATEADD(second, \
'DATEDIFF(second, 2000-01-01', {col}), '2000-01-01')",
TimeGrain.MINUTE: "DATEADD(minute, DATEDIFF(minute, 0, {col}), 0)",
TimeGrain.FIVE_MINUTES: "DATEADD(minute, DATEDIFF(minute, 0, {col}) / 5 * 5, 0)", # noqa: E501
TimeGrain.TEN_MINUTES: "DATEADD(minute, \
DATEDIFF(minute, 0, {col}) / 10 * 10, 0)",
TimeGrain.FIFTEEN_MINUTES: "DATEADD(minute, \
DATEDIFF(minute, 0, {col}) / 15 * 15, 0)",
TimeGrain.HALF_HOUR: "DATEADD(minute, DATEDIFF(minute, 0, {col}) / 30 * 30, 0)",
TimeGrain.HOUR: "DATEADD(hour, DATEDIFF(hour, 0, {col}), 0)",
TimeGrain.DAY: "DATEADD(day, DATEDIFF(day, 0, {col}), 0)",
TimeGrain.WEEK: "DATEADD(day, -1, DATEADD(week, DATEDIFF(week, 0, {col}), 0))",
TimeGrain.MONTH: "DATEADD(month, DATEDIFF(month, 0, {col}), 0)",
TimeGrain.QUARTER: "DATEADD(quarter, DATEDIFF(quarter, 0, {col}), 0)",
TimeGrain.YEAR: "DATEADD(year, DATEDIFF(year, 0, {col}), 0)",
TimeGrain.WEEK_STARTING_SUNDAY: "DATEADD(day, -1,"
" DATEADD(week, DATEDIFF(week, 0, {col}), 0))",
TimeGrain.WEEK_STARTING_MONDAY: "DATEADD(week,"
" DATEDIFF(week, 0, DATEADD(day, -1, {col})), 0)",
}
type_code_map: dict[int, str] = {} # loaded from get_datatype only if needed
column_type_mappings = (
(
re.compile(r"^smalldatetime.*", re.IGNORECASE),
SMALLDATETIME(),
GenericDataType.TEMPORAL,
),
)
@classmethod
def get_dbapi_exception_mapping(cls) -> dict[type[Exception], type[Exception]]:
# pylint: disable=import-outside-toplevel,import-error
import sqlalchemy_kusto.errors as kusto_exceptions
return {
kusto_exceptions.DatabaseError: SupersetDBAPIDatabaseError,
kusto_exceptions.OperationalError: SupersetDBAPIOperationalError,
kusto_exceptions.ProgrammingError: SupersetDBAPIProgrammingError,
}
@classmethod
def convert_dttm(
cls, target_type: str, dttm: datetime, db_extra: Optional[dict[str, Any]] = None
) -> Optional[str]:
sqla_type = cls.get_sqla_column_type(target_type)
if isinstance(sqla_type, types.Date):
return f"CONVERT(DATE, '{dttm.date().isoformat()}', 23)"
if isinstance(sqla_type, types.TIMESTAMP):
datetime_formatted = dttm.isoformat(sep=" ", timespec="seconds")
return f"""CONVERT(TIMESTAMP, '{datetime_formatted}', 20)"""
if isinstance(sqla_type, SMALLDATETIME):
datetime_formatted = dttm.isoformat(sep=" ", timespec="seconds")
return f"""CONVERT(SMALLDATETIME, '{datetime_formatted}', 20)"""
if isinstance(sqla_type, types.DateTime):
datetime_formatted = dttm.isoformat(timespec="milliseconds")
return f"""CONVERT(DATETIME, '{datetime_formatted}', 126)"""
return None
class KustoKqlEngineSpec(BaseEngineSpec): # pylint: disable=abstract-method
engine = "kustokql"
engine_name = "KustoKQL"
time_groupby_inline = True
allows_joins = True
allows_subqueries = True
allows_sql_comments = False
run_multiple_statements_as_one = True
_time_grain_expressions = {
None: "{col}",
TimeGrain.SECOND: "bin({col},1s)",
TimeGrain.THIRTY_SECONDS: "bin({col},30s)",
TimeGrain.MINUTE: "bin({col},1m)",
TimeGrain.FIVE_MINUTES: "bin({col},5m)",
TimeGrain.THIRTY_MINUTES: "bin({col},30m)",
TimeGrain.HOUR: "bin({col},1h)",
TimeGrain.DAY: "startofday({col})",
TimeGrain.WEEK: "startofweek({col})",
TimeGrain.MONTH: "startofmonth({col})",
TimeGrain.YEAR: "startofyear({col})",
}
type_code_map: dict[int, str] = {} # loaded from get_datatype only if needed
@classmethod
def get_dbapi_exception_mapping(cls) -> dict[type[Exception], type[Exception]]:
# pylint: disable=import-outside-toplevel,import-error
import sqlalchemy_kusto.errors as kusto_exceptions
return {
kusto_exceptions.DatabaseError: SupersetDBAPIDatabaseError,
kusto_exceptions.OperationalError: SupersetDBAPIOperationalError,
kusto_exceptions.ProgrammingError: SupersetDBAPIProgrammingError,
}
@classmethod
def convert_dttm(
cls, target_type: str, dttm: datetime, db_extra: Optional[dict[str, Any]] = None
) -> Optional[str]:
sqla_type = cls.get_sqla_column_type(target_type)
if isinstance(sqla_type, types.Date):
return f"""datetime({dttm.date().isoformat()})"""
if isinstance(sqla_type, types.DateTime):
return f"""datetime({dttm.isoformat(timespec="microseconds")})"""
return None