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feat: Add support for Azure Data Explorer (Kusto) db engine spec #17898
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Original file line number | Diff line number | Diff line change |
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--- | ||
name: Kusto | ||
menu: Connecting to Databases | ||
route: /docs/databases/kusto | ||
index: 32 | ||
version: 1 | ||
--- | ||
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## Kusto | ||
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The recommended connector library for Kusto is | ||
[sqlalchemy-kusto](https://pypi.org/project/sqlalchemy-kusto/1.0.1/)>=1.0.1. | ||
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The connection string for Kusto looks like this: | ||
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``` | ||
kustosql+https://{cluster_url}/{database}?azure_ad_client_id={azure_ad_client_id}&azure_ad_client_secret={azure_ad_client_secret}&azure_ad_tenant_id={azure_ad_tenant_id}&msi=False | ||
``` | ||
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Make sure the user has privileges to access and use all required | ||
databases/tables/views. |
Original file line number | Diff line number | Diff line change |
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# 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. | ||
from datetime import datetime | ||
from typing import Any, Dict, List, Optional, Type | ||
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from superset.db_engine_specs.base import BaseEngineSpec, LimitMethod | ||
from superset.db_engine_specs.exceptions import ( | ||
SupersetDBAPIDatabaseError, | ||
SupersetDBAPIOperationalError, | ||
SupersetDBAPIProgrammingError, | ||
) | ||
from superset.sql_parse import ParsedQuery | ||
from superset.utils import core as utils | ||
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class KustoSqlEngineSpec(BaseEngineSpec): # pylint: disable=abstract-method | ||
limit_method = LimitMethod.WRAP_SQL | ||
engine = "kustosql" | ||
engine_name = "KustoSQL" | ||
time_groupby_inline = True | ||
time_secondary_columns = True | ||
allows_joins = True | ||
allows_subqueries = True | ||
allows_sql_comments = False | ||
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_time_grain_expressions = { | ||
None: "{col}", | ||
"PT1S": "DATEADD(second, DATEDIFF(second, '2000-01-01', {col}), '2000-01-01')", | ||
"PT1M": "DATEADD(minute, DATEDIFF(minute, 0, {col}), 0)", | ||
"PT5M": "DATEADD(minute, DATEDIFF(minute, 0, {col}) / 5 * 5, 0)", | ||
"PT10M": "DATEADD(minute, DATEDIFF(minute, 0, {col}) / 10 * 10, 0)", | ||
"PT15M": "DATEADD(minute, DATEDIFF(minute, 0, {col}) / 15 * 15, 0)", | ||
"PT0.5H": "DATEADD(minute, DATEDIFF(minute, 0, {col}) / 30 * 30, 0)", | ||
"PT1H": "DATEADD(hour, DATEDIFF(hour, 0, {col}), 0)", | ||
"P1D": "DATEADD(day, DATEDIFF(day, 0, {col}), 0)", | ||
"P1W": "DATEADD(day, -1, DATEADD(week, DATEDIFF(week, 0, {col}), 0))", | ||
"P1M": "DATEADD(month, DATEDIFF(month, 0, {col}), 0)", | ||
"P0.25Y": "DATEADD(quarter, DATEDIFF(quarter, 0, {col}), 0)", | ||
"P1Y": "DATEADD(year, DATEDIFF(year, 0, {col}), 0)", | ||
"1969-12-28T00:00:00Z/P1W": "DATEADD(day, -1," | ||
" DATEADD(week, DATEDIFF(week, 0, {col}), 0))", | ||
"1969-12-29T00:00:00Z/P1W": "DATEADD(week," | ||
" DATEDIFF(week, 0, DATEADD(day, -1, {col})), 0)", | ||
} | ||
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type_code_map: Dict[int, str] = {} # loaded from get_datatype only if needed | ||
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@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 | ||
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return { | ||
kusto_exceptions.DatabaseError: SupersetDBAPIDatabaseError, | ||
kusto_exceptions.OperationalError: SupersetDBAPIOperationalError, | ||
kusto_exceptions.ProgrammingError: SupersetDBAPIProgrammingError, | ||
} | ||
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@classmethod | ||
def convert_dttm( | ||
cls, target_type: str, dttm: datetime, db_extra: Optional[Dict[str, Any]] = None | ||
) -> Optional[str]: | ||
tt = target_type.upper() | ||
if tt == utils.TemporalType.DATE: | ||
return f"CONVERT(DATE, '{dttm.date().isoformat()}', 23)" | ||
if tt == utils.TemporalType.DATETIME: | ||
datetime_formatted = dttm.isoformat(timespec="milliseconds") | ||
return f"""CONVERT(DATETIME, '{datetime_formatted}', 126)""" | ||
if tt == utils.TemporalType.SMALLDATETIME: | ||
datetime_formatted = dttm.isoformat(sep=" ", timespec="seconds") | ||
return f"""CONVERT(SMALLDATETIME, '{datetime_formatted}', 20)""" | ||
return None | ||
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@classmethod | ||
def is_readonly_query(cls, parsed_query: ParsedQuery) -> bool: | ||
"""Pessimistic readonly, 100% sure statement won't mutate anything""" | ||
return parsed_query.sql.lower().startswith("select") | ||
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class KustoKqlEngineSpec(BaseEngineSpec): # pylint: disable=abstract-method | ||
limit_method = LimitMethod.WRAP_SQL | ||
engine = "kustokql" | ||
engine_name = "KustoKQL" | ||
time_groupby_inline = True | ||
time_secondary_columns = True | ||
allows_joins = True | ||
allows_subqueries = True | ||
allows_sql_comments = False | ||
run_multiple_statements_as_one = True | ||
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_time_grain_expressions = { | ||
None: "{col}", | ||
"PT1S": "{col}/ time(1s)", | ||
"PT1M": "{col}/ time(1min)", | ||
"PT1H": "{col}/ time(1h)", | ||
"P1D": "{col}/ time(1d)", | ||
"P1M": "datetime_diff('month',CreateDate, datetime(0001-01-01 00:00:00))+1", | ||
"P1Y": "datetime_diff('year',CreateDate, datetime(0001-01-01 00:00:00))+1", | ||
} | ||
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type_code_map: Dict[int, str] = {} # loaded from get_datatype only if needed | ||
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@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 | ||
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return { | ||
kusto_exceptions.DatabaseError: SupersetDBAPIDatabaseError, | ||
kusto_exceptions.OperationalError: SupersetDBAPIOperationalError, | ||
kusto_exceptions.ProgrammingError: SupersetDBAPIProgrammingError, | ||
} | ||
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@classmethod | ||
def convert_dttm( | ||
cls, target_type: str, dttm: datetime, db_extra: Optional[Dict[str, Any]] = None | ||
) -> Optional[str]: | ||
if target_type.upper() == utils.TemporalType.DATETIME: | ||
return f"""datetime({dttm.isoformat(timespec="seconds")})""" | ||
return None | ||
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@classmethod | ||
def is_readonly_query(cls, parsed_query: ParsedQuery) -> bool: | ||
""" | ||
Pessimistic readonly, 100% sure statement won't mutate anything. | ||
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There are exists command-queries that start with "." (dot) | ||
that are read-only too, but we do not support it for now. | ||
""" | ||
return not parsed_query.sql.startswith(".") | ||
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@classmethod | ||
def is_select_query(cls, parsed_query: ParsedQuery) -> bool: | ||
return not parsed_query.sql.startswith(".") | ||
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@classmethod | ||
def parse_sql(cls, sql: str) -> List[str]: | ||
""" | ||
Kusto supports a single query statement, but it could include sub queries | ||
and variables declared via let keyword. | ||
""" | ||
return [sql] |
Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,104 @@ | ||
# 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. | ||
# pylint: disable=unused-argument, import-outside-toplevel, protected-access | ||
import pytest | ||
from flask.ctx import AppContext | ||
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@pytest.mark.parametrize( | ||
"sql,expected", | ||
[ | ||
("SELECT foo FROM tbl", True), | ||
("SHOW TABLES", False), | ||
("EXPLAIN SELECT foo FROM tbl", False), | ||
("INSERT INTO tbl (foo) VALUES (1)", False), | ||
], | ||
) | ||
def test_sql_is_readonly_query( | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Could we add a few more tests for the SQL spec, like a few timegrains, |
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app_context: AppContext, sql: str, expected: bool | ||
) -> None: | ||
""" | ||
Make sure that SQL dialect consider only SELECT statements as read-only | ||
""" | ||
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from superset.db_engine_specs.kusto import KustoSqlEngineSpec | ||
from superset.sql_parse import ParsedQuery | ||
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parsed_query = ParsedQuery(sql) | ||
is_readonly = KustoSqlEngineSpec.is_readonly_query(parsed_query) | ||
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assert expected == is_readonly | ||
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@pytest.mark.parametrize( | ||
"kql,expected", | ||
[ | ||
("tbl | limit 100", True), | ||
("let foo = 1; tbl | where bar == foo", True), | ||
(".show tables", False), | ||
], | ||
) | ||
def test_kql_is_select_query(app_context: AppContext, kql: str, expected: bool) -> None: | ||
""" | ||
Make sure that KQL dialect consider only statements that do not start with "." (dot) | ||
as a SELECT statements | ||
""" | ||
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from superset.db_engine_specs.kusto import KustoKqlEngineSpec | ||
from superset.sql_parse import ParsedQuery | ||
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parsed_query = ParsedQuery(kql) | ||
is_select = KustoKqlEngineSpec.is_readonly_query(parsed_query) | ||
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assert expected == is_select | ||
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@pytest.mark.parametrize( | ||
"kql,expected", | ||
[ | ||
("tbl | limit 100", True), | ||
("let foo = 1; tbl | where bar == foo", True), | ||
(".show tables", False), | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Again, out of curiosity, is this actually a read-only query? I know that There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Your remark is valuable. Thank you. We will add more specific code. |
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], | ||
) | ||
def test_kql_is_readonly_query( | ||
app_context: AppContext, kql: str, expected: bool | ||
) -> None: | ||
""" | ||
Make sure that KQL dialect consider only SELECT statements as read-only | ||
""" | ||
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from superset.db_engine_specs.kusto import KustoKqlEngineSpec | ||
from superset.sql_parse import ParsedQuery | ||
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parsed_query = ParsedQuery(kql) | ||
is_readonly = KustoKqlEngineSpec.is_readonly_query(parsed_query) | ||
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assert expected == is_readonly | ||
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def test_kql_parse_sql(app_context: AppContext) -> None: | ||
""" | ||
parse_sql method should always return a list with a single element | ||
which is an original query | ||
""" | ||
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from superset.db_engine_specs.kusto import KustoKqlEngineSpec | ||
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queries = KustoKqlEngineSpec.parse_sql("let foo = 1; tbl | where bar == foo") | ||
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assert queries == ["let foo = 1; tbl | where bar == foo"] |
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Just in case, could we restrict to the current major version?
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Yes, sounds good to me. We will add this restriction.