feat(connectors): BI-6611 DB_CAST for YDB without ARRAY support

lib/dl_connector_ydb/dl_connector_ydb/__init__.py

@@ -1,6 +0,0 @@
-try:
-    from ydb_proto_stubs_import import init_ydb_stubs
-
-    init_ydb_stubs()
-except ImportError:
-    pass  # stubs will be initialized from the ydb package

lib/dl_connector_ydb/dl_connector_ydb/core/base/adapter.py

@@ -13,10 +13,12 @@
 
 import attr
 import sqlalchemy as sa
+import ydb_sqlalchemy as ydb_sa
 
 from dl_core import exc
 from dl_core.connection_executors.adapters.adapters_base_sa_classic import BaseClassicAdapter
 from dl_core.connection_models import TableIdent
+import dl_sqlalchemy_ydb.dialect
 
 
 if TYPE_CHECKING:
@@ -44,14 +46,14 @@ def _is_table_exists(self, table_ident: TableIdent) -> bool:
 
     _type_code_to_sa = {
         None: sa.TEXT,  # fallback
-        "Int8": sa.INTEGER,
-        "Int16": sa.INTEGER,
-        "Int32": sa.INTEGER,
-        "Int64": sa.INTEGER,
-        "Uint8": sa.INTEGER,
-        "Uint16": sa.INTEGER,
-        "Uint32": sa.INTEGER,
-        "Uint64": sa.INTEGER,
+        "Int8": ydb_sa.types.Int8,
+        "Int16": ydb_sa.types.Int16,
+        "Int32": ydb_sa.types.Int32,
+        "Int64": ydb_sa.types.Int64,
+        "Uint8": ydb_sa.types.UInt8,
+        "Uint16": ydb_sa.types.UInt16,
+        "Uint32": ydb_sa.types.UInt32,
+        "Uint64": ydb_sa.types.UInt64,
         "Float": sa.FLOAT,
         "Double": sa.FLOAT,
         "String": sa.TEXT,
@@ -60,9 +62,9 @@ def _is_table_exists(self, table_ident: TableIdent) -> bool:
         "Yson": sa.TEXT,
         "Uuid": sa.TEXT,
         "Date": sa.DATE,
-        "Datetime": sa.DATETIME,
-        "Timestamp": sa.DATETIME,
-        "Interval": sa.INTEGER,
+        "Timestamp": dl_sqlalchemy_ydb.dialect.YqlTimestamp,
+        "Datetime": dl_sqlalchemy_ydb.dialect.YqlDateTime,
+        "Interval": dl_sqlalchemy_ydb.dialect.YqlInterval,
         "Bool": sa.BOOLEAN,
     }
     _type_code_to_sa = {
@@ -94,7 +96,17 @@ def _convert_bytes(value: bytes) -> str:
         return value.decode("utf-8", errors="replace")
 
     @staticmethod
-    def _convert_ts(value: int) -> datetime.datetime:
+    def _convert_interval(value: datetime.timedelta | int) -> int:
+        if value is None:
+            return None
+        if isinstance(value, datetime.timedelta):
+            return int(value.total_seconds() * 1_000_000)
+        return value
+
+    @staticmethod
+    def _convert_ts(value: int | datetime.datetime) -> datetime.datetime:
+        if isinstance(value, datetime.datetime):
+            return value.replace(tzinfo=datetime.timezone.utc)
         return datetime.datetime.utcfromtimestamp(value / 1e6).replace(tzinfo=datetime.timezone.utc)
 
     def _get_row_converters(self, cursor_info: ExecutionStepCursorInfo) -> tuple[Optional[Callable[[Any], Any]], ...]:
@@ -104,6 +116,8 @@ def _get_row_converters(self, cursor_info: ExecutionStepCursorInfo) -> tuple[Opt
             if type_name_norm == "string"
             else self._convert_ts
             if type_name_norm == "timestamp"
+            else self._convert_interval
+            if type_name_norm == "interval"
             else None
             for type_name_norm in type_names_norm
         )
@@ -122,3 +136,6 @@ def make_exc(  # TODO:  Move to ErrorTransformer
             kw["db_message"] = kw.get("db_message") or message
 
         return exc_cls, kw
+
+    def get_engine_kwargs(self) -> dict:
+        return {}

lib/dl_connector_ydb/dl_connector_ydb/core/base/type_transformer.py

@@ -3,9 +3,10 @@
 from typing import TYPE_CHECKING
 
 import sqlalchemy as sa
-import ydb.sqlalchemy as ydb_sa
+import ydb_sqlalchemy.sqlalchemy as ydb_sa
 
 from dl_constants.enums import UserDataType
+import dl_sqlalchemy_ydb.dialect
 from dl_type_transformer.type_transformer import (
     TypeTransformer,
     make_native_type,
@@ -20,12 +21,16 @@ class YQLTypeTransformer(TypeTransformer):
     _base_type_map: dict[UserDataType, tuple[SATypeSpec, ...]] = {
         # Note: first SA type is used as the default.
         UserDataType.integer: (
-            sa.BIGINT,
-            sa.SMALLINT,
             sa.INTEGER,
+            ydb_sa.types.Int8,
+            ydb_sa.types.Int16,
+            ydb_sa.types.Int32,
+            ydb_sa.types.Int64,
+            ydb_sa.types.UInt8,
+            ydb_sa.types.UInt16,
             ydb_sa.types.UInt32,
             ydb_sa.types.UInt64,
-            ydb_sa.types.UInt8,
+            dl_sqlalchemy_ydb.dialect.YqlInterval,
         ),
         UserDataType.float: (
             sa.FLOAT,
@@ -36,19 +41,26 @@ class YQLTypeTransformer(TypeTransformer):
         UserDataType.boolean: (sa.BOOLEAN,),
         UserDataType.string: (
             sa.TEXT,
+            sa.String,
             sa.CHAR,
             sa.VARCHAR,
+            sa.BINARY,
+            # TODO: ydb_sa.types.YqlJSON,
             # see also: ENUM,
         ),
         # see also: UUID
         UserDataType.date: (sa.DATE,),
         UserDataType.datetime: (
             sa.DATETIME,
             sa.TIMESTAMP,
+            dl_sqlalchemy_ydb.dialect.YqlDateTime,
+            dl_sqlalchemy_ydb.dialect.YqlTimestamp,
         ),
         UserDataType.genericdatetime: (
             sa.DATETIME,
             sa.TIMESTAMP,
+            dl_sqlalchemy_ydb.dialect.YqlDateTime,
+            dl_sqlalchemy_ydb.dialect.YqlTimestamp,
         ),
         UserDataType.unsupported: (sa.sql.sqltypes.NullType,),  # Actually the default, so should not matter much.
     }

lib/dl_connector_ydb/dl_connector_ydb/core/ydb/adapter.py

@@ -12,9 +12,9 @@
 import attr
 import grpc
 from ydb import DriverConfig
-import ydb.dbapi as ydb_dbapi
 from ydb.driver import credentials_impl
 import ydb.issues as ydb_cli_err
+import ydb_dbapi
 
 from dl_configs.utils import get_root_certificates
 from dl_constants.enums import ConnectionType
@@ -68,7 +68,9 @@ def _update_connect_args(self, args: dict) -> None:
             )
             args.update(
                 credentials=credentials_impl.StaticCredentials(
-                    driver_config=driver_config, user=self._target_dto.username, password=self._target_dto.password
+                    driver_config=driver_config,
+                    user=self._target_dto.username,
+                    password=self._target_dto.password,
                 )
             )
         else:
@@ -77,11 +79,9 @@ def _update_connect_args(self, args: dict) -> None:
     def get_connect_args(self) -> dict:
         target_dto = self._target_dto
         args = dict(
-            endpoint="{}://{}:{}".format(
-                "grpcs" if self._target_dto.ssl_enable else "grpc",
-                target_dto.host,
-                target_dto.port,
-            ),
+            host=self._target_dto.host,
+            port=self._target_dto.port,
+            protocol="grpcs" if self._target_dto.ssl_enable else "grpc",
             database=target_dto.db_name,
             root_certificates=self._get_ssl_ca(),
         )
@@ -96,7 +96,7 @@ def _list_table_names_i(self, db_name: str, show_dot: bool = False) -> Iterable[
         connection = db_engine.connect()
         try:
             # SA db_engine -> SA connection -> DBAPI connection -> YDB driver
-            driver = connection.connection.driver  # type: ignore  # 2024-01-24 # TODO: "DBAPIConnection" has no attribute "driver"  [attr-defined]
+            driver = connection.connection._driver  # type: ignore  # 2024-01-24 # TODO: "DBAPIConnection" has no attribute "_driver"  [attr-defined]
             assert driver
 
             queue = [db_name]

lib/dl_connector_ydb/dl_connector_ydb/core/ydb/connector.py

@@ -1,5 +1,3 @@
-from ydb.sqlalchemy import register_dialect as yql_register_dialect
-
 from dl_core.connectors.base.connector import (
     CoreBackendDefinition,
     CoreConnectionDefinition,
@@ -14,6 +12,7 @@
     SQLDataSourceSpecStorageSchema,
     SubselectDataSourceSpecStorageSchema,
 )
+import dl_sqlalchemy_ydb.dialect
 
 from dl_connector_ydb.core.base.query_compiler import YQLQueryCompiler
 from dl_connector_ydb.core.base.type_transformer import YQLTypeTransformer
@@ -76,4 +75,4 @@ class YDBCoreConnector(CoreConnector):
 
     @classmethod
     def registration_hook(cls) -> None:
-        yql_register_dialect()
+        dl_sqlalchemy_ydb.dialect.register_dialect()

lib/dl_connector_ydb/dl_connector_ydb/db_testing/engine_wrapper.py

@@ -13,8 +13,10 @@
 import sqlalchemy as sa
 from sqlalchemy.types import TypeEngine
 import ydb
+import ydb_sqlalchemy as ydb_sa
 
 from dl_db_testing.database.engine_wrapper import EngineWrapperBase
+import dl_sqlalchemy_ydb.dialect
 
 
 class YdbTypeSpec(NamedTuple):
@@ -23,20 +25,37 @@ class YdbTypeSpec(NamedTuple):
 
 
 SA_TYPE_TO_YDB_TYPE: dict[type[TypeEngine], YdbTypeSpec] = {
+    ydb_sa.types.Int8: YdbTypeSpec(type=ydb.PrimitiveType.Int8, to_sql_str=str),
+    ydb_sa.types.Int16: YdbTypeSpec(type=ydb.PrimitiveType.Int16, to_sql_str=str),
+    ydb_sa.types.Int32: YdbTypeSpec(type=ydb.PrimitiveType.Int32, to_sql_str=str),
+    ydb_sa.types.Int64: YdbTypeSpec(type=ydb.PrimitiveType.Int64, to_sql_str=str),
+    ydb_sa.types.UInt8: YdbTypeSpec(type=ydb.PrimitiveType.Uint8, to_sql_str=str),
+    ydb_sa.types.UInt16: YdbTypeSpec(type=ydb.PrimitiveType.Uint16, to_sql_str=str),
+    ydb_sa.types.UInt32: YdbTypeSpec(type=ydb.PrimitiveType.Uint32, to_sql_str=str),
+    ydb_sa.types.UInt64: YdbTypeSpec(type=ydb.PrimitiveType.Uint64, to_sql_str=str),
     sa.SmallInteger: YdbTypeSpec(type=ydb.PrimitiveType.Uint8, to_sql_str=str),
     sa.Integer: YdbTypeSpec(type=ydb.PrimitiveType.Int32, to_sql_str=str),
     sa.BigInteger: YdbTypeSpec(type=ydb.PrimitiveType.Int64, to_sql_str=str),
     sa.Float: YdbTypeSpec(type=ydb.PrimitiveType.Double, to_sql_str=str),
     sa.Boolean: YdbTypeSpec(type=ydb.PrimitiveType.Bool, to_sql_str=lambda x: str(bool(x))),
     sa.String: YdbTypeSpec(type=ydb.PrimitiveType.String, to_sql_str=lambda x: f'"{x}"'),
+    sa.BINARY: YdbTypeSpec(type=ydb.PrimitiveType.String, to_sql_str=lambda x: f'"{x}"'),
+    sa.Text: YdbTypeSpec(type=ydb.PrimitiveType.String, to_sql_str=lambda x: f'"{x}"'),
     sa.Unicode: YdbTypeSpec(type=ydb.PrimitiveType.Utf8, to_sql_str=lambda x: f'"{x}"'),
     sa.Date: YdbTypeSpec(type=ydb.PrimitiveType.Date, to_sql_str=lambda x: f'DateTime::MakeDate($date_parse("{x}"))'),
     sa.DateTime: YdbTypeSpec(
+        ydb.PrimitiveType.Datetime,
+        to_sql_str=lambda x: f'DateTime::MakeDatetime($datetime_parse("{x}"))',
+    ),
+    sa.DATETIME: YdbTypeSpec(
         ydb.PrimitiveType.Datetime, to_sql_str=lambda x: f'DateTime::MakeDatetime($datetime_parse("{x}"))'
     ),
     sa.TIMESTAMP: YdbTypeSpec(
         ydb.PrimitiveType.Timestamp, to_sql_str=lambda x: f'DateTime::MakeTimestamp($datetime_parse("{x}"))'
     ),
+    dl_sqlalchemy_ydb.dialect.YqlInterval: YdbTypeSpec(
+        ydb.PrimitiveType.Interval, to_sql_str=lambda x: f"CAST({x} as Interval)"
+    ),
 }
 
 

lib/dl_connector_ydb/dl_connector_ydb/formula/connector.py

@@ -1,7 +1,6 @@
-from ydb.sqlalchemy import YqlDialect as SAYqlDialect
-
 from dl_formula.connectors.base.connector import FormulaConnector
 from dl_query_processing.compilation.query_mutator import RemoveConstFromGroupByFormulaAtomicQueryMutator
+from dl_sqlalchemy_ydb.dialect import CustomYqlDialect
 
 from dl_connector_ydb.formula.constants import YqlDialect as YqlDialectNS
 from dl_connector_ydb.formula.definitions.all import DEFINITIONS
@@ -11,7 +10,7 @@ class YQLFormulaConnector(FormulaConnector):
     dialect_ns_cls = YqlDialectNS
     dialects = YqlDialectNS.YQL
     op_definitions = DEFINITIONS
-    sa_dialect = SAYqlDialect()
+    sa_dialect = CustomYqlDialect()
 
     @classmethod
     def registration_hook(cls) -> None:

lib/dl_connector_ydb/dl_connector_ydb/formula/definitions/functions_aggregation.py

@@ -1,5 +1,5 @@
 import sqlalchemy as sa
-import ydb.sqlalchemy as ydb_sa
+import ydb_sqlalchemy.sqlalchemy as ydb_sa
 
 from dl_formula.definitions.base import (
     TranslationVariant,

lib/dl_connector_ydb/dl_connector_ydb/formula/definitions/functions_datetime.py

@@ -1,5 +1,6 @@
 import sqlalchemy as sa
 from sqlalchemy.sql.elements import ClauseElement
+import ydb_sqlalchemy as ydb_sa
 
 from dl_formula.connectors.base.literal import Literal
 from dl_formula.definitions.base import (
@@ -55,6 +56,8 @@ def _date_datetime_add_yql(
         type_name = "day"
         mult_expr = mult_expr * 7  # type: ignore  # 2024-04-02 # TODO: Unsupported operand types for * ("ClauseElement" and "int")  [operator]
 
+    mult_expr = sa.cast(mult_expr, ydb_sa.types.Int32)
+
     func_name = YQL_INTERVAL_FUNCS.get(type_name)
     if func_name is not None:
         func = getattr(sa.func.DateTime, func_name)
@@ -91,7 +94,7 @@ def _datetrunc2_yql_impl(date_ctx: TranslationCtx, unit_ctx: TranslationCtx) ->
         func = getattr(sa.func.DateTime, func_name)
         return sa.func.DateTime.MakeDatetime(func(date_expr))
 
-    amount = 1
+    amount = sa.cast(1, ydb_sa.types.Int32)
     func_name = YQL_INTERVAL_FUNCS.get(unit)
     if func_name is not None:
         func = getattr(sa.func.DateTime, func_name)

lib/dl_connector_ydb/dl_connector_ydb/formula/definitions/functions_string.py

@@ -1,5 +1,5 @@
 import sqlalchemy as sa
-import ydb.sqlalchemy as ydb_sa
+import ydb_sqlalchemy.sqlalchemy as ydb_sa
 
 from dl_formula.definitions.base import TranslationVariant
 from dl_formula.definitions.common import (
@@ -39,9 +39,13 @@
                     value,
                     # int -> List<int> -> utf8
                     sa.func.Unicode.FromCodePointList(
+                        # Note: Executing sqlalchemy statement without cast determines list type as List<Int32>,
+                        #  while directly executing query with Int32 parameters automatically produces List<Uint32>.
                         sa.func.AsList(
                             # coalesce is needed to un-Nullable the type.
-                            sa.func.COALESCE(sa.cast(value, ydb_sa.types.UInt32), 0),
+                            sa.func.COALESCE(
+                                sa.cast(value, ydb_sa.types.UInt32), sa.func.UNWRAP(sa.cast(0, ydb_sa.types.UInt32))
+                            ),
                         )
                     ),
                 ),