From c2d52ab74a2ce8292e31b7c5ec82f110fddb0509 Mon Sep 17 00:00:00 2001 From: edward Date: Mon, 30 Oct 2023 23:44:21 -0400 Subject: [PATCH 01/17] reset synapse branch w/ devel --- dlt/common/data_writers/escape.py | 31 +++ dlt/destinations/synapse/__init__.py | 52 ++++ dlt/destinations/synapse/configuration.py | 89 +++++++ dlt/destinations/synapse/sql_client.py | 252 +++++++++++++++++++ dlt/destinations/synapse/synapse.py | 283 ++++++++++++++++++++++ tests/load/test_job_client.py | 3 + tests/load/test_sql_client.py | 3 + tests/load/utils.py | 2 + tests/utils.py | 6 +- 9 files changed, 719 insertions(+), 2 deletions(-) create mode 100644 dlt/destinations/synapse/__init__.py create mode 100644 dlt/destinations/synapse/configuration.py create mode 100644 dlt/destinations/synapse/sql_client.py create mode 100644 dlt/destinations/synapse/synapse.py diff --git a/dlt/common/data_writers/escape.py b/dlt/common/data_writers/escape.py index 0656a69634..9dd51296da 100644 --- a/dlt/common/data_writers/escape.py +++ b/dlt/common/data_writers/escape.py @@ -97,6 +97,37 @@ def escape_mssql_literal(v: Any) -> Any: return str(v) +# TODO needs improvement for SQL injection, combine with mssql handling +def escape_synapse_literal(v: Any) -> Any: + if isinstance(v, str): + v = v.replace("'", "''") # escape single quotes + # Further sanitizations, if needed, can be added here + elif isinstance(v, (datetime, date, time)): + return v.isoformat() + elif isinstance(v, (list, dict)): + return _escape_extended(json.dumps(v), escape_dict=SYNAPSE_ESCAPE_DICT, escape_re=SYNAPSE_SQL_ESCAPE_RE) + elif isinstance(v, bytes): + base_64_string = base64.b64encode(v).decode('ascii') + return f"""CAST('' AS XML).value('xs:base64Binary("{base_64_string}")', 'VARBINARY(MAX)')""" + elif isinstance(v, bool): + return str(int(v)) + + +# TODO potentially combine with mssql +SYNAPSE_ESCAPE_DICT = { + "'": "''", + '\n': "' + CHAR(10) + N'", + '\r': "' + CHAR(13) + N'", + '\t': "' + CHAR(9) + N'", +} + +SYNAPSE_SQL_ESCAPE_RE = _make_sql_escape_re(SYNAPSE_ESCAPE_DICT) + + +def escape_synapse_identifier(v: str) -> str: + return '"' + v.replace('"', '""') + '"' + + def escape_redshift_identifier(v: str) -> str: return '"' + v.replace('"', '""').replace("\\", "\\\\") + '"' diff --git a/dlt/destinations/synapse/__init__.py b/dlt/destinations/synapse/__init__.py new file mode 100644 index 0000000000..f6deab8166 --- /dev/null +++ b/dlt/destinations/synapse/__init__.py @@ -0,0 +1,52 @@ +from typing import Type + +from dlt.common.schema.schema import Schema +from dlt.common.configuration import with_config, known_sections +from dlt.common.configuration.accessors import config +from dlt.common.data_writers.escape import escape_postgres_identifier, escape_synapse_literal, escape_synapse_identifier, escape_postgres_identifier, escape_mssql_literal +from dlt.common.destination import DestinationCapabilitiesContext +from dlt.common.destination.reference import JobClientBase, DestinationClientConfiguration +from dlt.common.arithmetics import DEFAULT_NUMERIC_PRECISION, DEFAULT_NUMERIC_SCALE +from dlt.common.wei import EVM_DECIMAL_PRECISION + +from dlt.destinations.synapse.configuration import SynapseClientConfiguration + + +@with_config(spec=SynapseClientConfiguration, sections=(known_sections.DESTINATION, "synapse",)) +def _configure(config: SynapseClientConfiguration = config.value) -> SynapseClientConfiguration: + return config + + +def capabilities() -> DestinationCapabilitiesContext: + # https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-service-capacity-limits + caps = DestinationCapabilitiesContext() + caps.preferred_loader_file_format = "insert_values" + caps.supported_loader_file_formats = ["insert_values"] + caps.preferred_staging_file_format = "parquet" + caps.supported_staging_file_formats = ["parquet"] + caps.escape_identifier = escape_synapse_identifier + caps.escape_literal = escape_synapse_literal + caps.decimal_precision = (DEFAULT_NUMERIC_PRECISION, DEFAULT_NUMERIC_SCALE) + caps.wei_precision = (DEFAULT_NUMERIC_PRECISION, 0) + # https://learn.microsoft.com/en-us/sql/sql-server/maximum-capacity-specifications-for-sql-server?view=sql-server-ver16&redirectedfrom=MSDN + caps.max_identifier_length = 128 + caps.max_column_identifier_length = 128 + caps.max_query_length = 4 * 1024 * 64 * 1024 + caps.is_max_query_length_in_bytes = True + caps.max_text_data_type_length = 2 ** 30 - 1 + caps.is_max_text_data_type_length_in_bytes = False + caps.supports_ddl_transactions = False + caps.max_rows_per_insert = 1000 + + return caps + + +def client(schema: Schema, initial_config: DestinationClientConfiguration = config.value) -> JobClientBase: + # import client when creating instance so capabilities and config specs can be accessed without dependencies installed + from dlt.destinations.synapse.synapse import SynapseClient + + return SynapseClient(schema, _configure(initial_config)) # type: ignore[arg-type] + + +def spec() -> Type[DestinationClientConfiguration]: + return SynapseClientConfiguration \ No newline at end of file diff --git a/dlt/destinations/synapse/configuration.py b/dlt/destinations/synapse/configuration.py new file mode 100644 index 0000000000..cbbcd5d780 --- /dev/null +++ b/dlt/destinations/synapse/configuration.py @@ -0,0 +1,89 @@ +from typing import Final, ClassVar, Any, List, Optional +from sqlalchemy.engine import URL + +from dlt.common.configuration import configspec +from dlt.common.configuration.specs import ConnectionStringCredentials +from dlt.common.utils import digest128 +from dlt.common.typing import TSecretValue +from dlt.common.exceptions import SystemConfigurationException + +from dlt.common.destination.reference import DestinationClientDwhWithStagingConfiguration + + +@configspec +class SynapseCredentials(ConnectionStringCredentials): + drivername: Final[str] = "sqlserver" # type: ignore + user: Final[str] = "dltadmin" + password: TSecretValue + host: str + port: int = 1433 + connect_timeout: int = 15 + odbc_driver: str = "ODBC Driver 17 for SQL Server" + + __config_gen_annotations__: ClassVar[List[str]] = ["port", "connect_timeout"] + + def parse_native_representation(self, native_value: Any) -> None: + # TODO: Support ODBC connection string or sqlalchemy URL + super().parse_native_representation(native_value) + self.connect_timeout = int(self.query.get("connect_timeout", self.connect_timeout)) + if not self.is_partial(): + self.resolve() + + def on_resolved(self) -> None: + self.database = self.database.lower() + + def to_url(self) -> URL: + url = super().to_url() + url.update_query_pairs([("connect_timeout", str(self.connect_timeout))]) + return url + + def on_partial(self) -> None: + self.odbc_driver = self._get_odbc_driver() + if not self.is_partial(): + self.resolve() + + def _get_odbc_driver(self) -> str: + if self.odbc_driver: + return self.odbc_driver + # Pick a default driver if available + supported_drivers = ['ODBC Driver 18 for SQL Server', 'ODBC Driver 17 for SQL Server'] + import pyodbc + available_drivers = pyodbc.drivers() + for driver in supported_drivers: + if driver in available_drivers: + return driver + docs_url = "https://learn.microsoft.com/en-us/sql/connect/odbc/download-odbc-driver-for-sql-server?view=sql-server-ver16" + raise SystemConfigurationException( + f"No supported ODBC driver found for MS SQL Server. " + f"See {docs_url} for information on how to install the '{supported_drivers[0]}' on your platform." + ) + + def to_odbc_dsn(self) -> str: + params = { + "DRIVER": self.odbc_driver, + "SERVER": self.host, + "PORT": self.port, + "DATABASE": self.database, + "UID": self.username, + "PWD": self.password, + "LongAsMax": "yes", + "MARS_Connection": "yes" + } + if self.query: + params.update(self.query) + return ";".join([f"{k}={v}" for k, v in params.items()]) + + + +@configspec +class SynapseClientConfiguration(DestinationClientDwhWithStagingConfiguration): + destination_name: Final[str] = "synapse" # type: ignore + credentials: SynapseCredentials + + create_indexes: bool = False + + def fingerprint(self) -> str: + """Returns a fingerprint of host part of a connection string""" + if self.credentials and self.credentials.host: + return digest128(self.credentials.host) + return "" diff --git a/dlt/destinations/synapse/sql_client.py b/dlt/destinations/synapse/sql_client.py new file mode 100644 index 0000000000..b67fb4ca7c --- /dev/null +++ b/dlt/destinations/synapse/sql_client.py @@ -0,0 +1,252 @@ +import platform +import struct +from datetime import datetime, timedelta, timezone # noqa: I251 + +from dlt.common.destination import DestinationCapabilitiesContext + +import re + +import pyodbc + +from contextlib import contextmanager +from typing import Any, AnyStr, ClassVar, Iterator, Optional, Sequence + +from dlt.destinations.exceptions import DatabaseTerminalException, DatabaseTransientException, DatabaseUndefinedRelation +from dlt.destinations.typing import DBApi, DBApiCursor, DBTransaction +from dlt.destinations.sql_client import DBApiCursorImpl, SqlClientBase, raise_database_error, raise_open_connection_error + +from dlt.destinations.synapse.configuration import SynapseCredentials +from dlt.destinations.synapse import capabilities + +from typing import List, Tuple, Union, Any #Import List for INSERT query generation + +import json +def is_valid_json(s: str) -> bool: + """Check if a string is valid JSON.""" + if not (s.startswith('{') and s.endswith('}')) and not (s.startswith('[') and s.endswith(']')): + return False + try: + json.loads(s) + return True + except json.JSONDecodeError: + return False + + +def handle_datetimeoffset(dto_value: bytes) -> datetime: + # ref: https://github.com/mkleehammer/pyodbc/issues/134#issuecomment-281739794 + tup = struct.unpack("<6hI2h", dto_value) # e.g., (2017, 3, 16, 10, 35, 18, 500000000, -6, 0) + return datetime( + tup[0], tup[1], tup[2], tup[3], tup[4], tup[5], tup[6] // 1000, timezone(timedelta(hours=tup[7], minutes=tup[8])) + ) + +def is_valid_xml(s: str) -> bool: + # simple check for XML data + return s.strip().startswith('<') and s.strip().endswith('>') + +class PyOdbcSynapseClient(SqlClientBase[pyodbc.Connection], DBTransaction): + def execute_fragments(self, fragments: Sequence[AnyStr], *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: + # Check if fragments has one element and that element is a list/tuple with two elements + if len(fragments) == 1 and isinstance(fragments[0], (list, tuple)) and len(fragments[0]) == 2: + # Unpack the inner list/tuple into sql and params + sql, params = fragments[0] + # Execute the SQL query with the provided parameters + return self.execute_sql(sql, *params, **kwargs) + else: + # If fragments doesn't match the expected structure, fall back to the default behavior + return self.execute_sql("".join(fragments), *args, **kwargs) # type: ignore + + dbapi: ClassVar[DBApi] = pyodbc + capabilities: ClassVar[DestinationCapabilitiesContext] = capabilities() + + def __init__(self, dataset_name: str, credentials: SynapseCredentials) -> None: + super().__init__(credentials.database, dataset_name) + self._conn: pyodbc.Connection = None + self._transaction_in_progress = False # Transaction state flag + self.credentials = credentials + + + def open_connection(self) -> pyodbc.Connection: + try: + # Establish a connection + conn_str = ( + f"DRIVER={{{self.credentials.odbc_driver}}};" + f"SERVER={self.credentials.host};" + f"DATABASE={self.credentials.database};" + f"UID={self.credentials.user};" + f"PWD={self.credentials.password};" + ) + self._conn = pyodbc.connect(conn_str) + + # Add the converter for datetimeoffset + self._conn.add_output_converter(-155, handle_datetimeoffset) + + # Noting that autocommit is being set to True + self._conn.autocommit = True + + return self._conn + + except pyodbc.Error as e: + raise # re-raise the error without logging it + + @raise_open_connection_error + def close_connection(self) -> None: + if self._conn: + self._conn.close() + self._conn = None + + @contextmanager + def begin_transaction(self) -> Iterator[DBTransaction]: + try: + self._conn.autocommit = False + yield self + self.commit_transaction() + except Exception: + self.rollback_transaction() + raise + + @raise_database_error + def commit_transaction(self) -> None: + self._conn.commit() + self._conn.autocommit = True + + @raise_database_error + def rollback_transaction(self) -> None: + self._conn.rollback() + self._conn.autocommit = True + + + @property + def native_connection(self) -> pyodbc.Connection: + return self._conn + + def drop_dataset(self) -> None: + # MS Sql doesn't support DROP ... CASCADE, drop tables in the schema first + # Drop all views + rows = self.execute_sql( + "SELECT table_name FROM information_schema.views WHERE table_schema = %s;", self.dataset_name + ) + view_names = [row[0] for row in rows] + self._drop_views(*view_names) + # Drop all tables + rows = self.execute_sql( + "SELECT table_name FROM information_schema.tables WHERE table_schema = %s;", self.dataset_name + ) + table_names = [row[0] for row in rows] + self.drop_tables(*table_names) + + self.execute_sql("DROP SCHEMA %s;" % self.fully_qualified_dataset_name()) + + def table_exists(self, table_name: str) -> bool: + query = """ + SELECT COUNT(*) + FROM INFORMATION_SCHEMA.TABLES + WHERE TABLE_SCHEMA = ? AND TABLE_NAME = ? + """ + result = self.execute_sql(query, self.dataset_name, table_name) + return result[0][0] > 0 + + def drop_tables(self, *tables: str) -> None: + if not tables: + return + for table in tables: + if self.table_exists(table): + self.execute_sql(f"DROP TABLE {self.make_qualified_table_name(table)};") + + def _drop_views(self, *tables: str) -> None: + if not tables: + return + statements = [f"DROP VIEW {self.make_qualified_table_name(table)};" for table in tables] + self.execute_fragments(statements) + + def set_input_sizes(self, *args): + if len(args) == 1 and isinstance(args[0], tuple): + args = args[0] + + args = list(args) # Convert tuple to list for modification + input_sizes = [] + for index, arg in enumerate(args): + #print(f"Processing arg {index}: {arg}") # Print the argument being processed + + if isinstance(arg, str): + if arg.isdigit(): # Check if the string is a valid integer + input_sizes.append((pyodbc.SQL_BIGINT, 0, 0)) # Set input size for bigint columns + #print(f"Identified bigint arg at index {index}") # Print when a bigint argument is identified + elif is_valid_json(arg): + input_sizes.append((pyodbc.SQL_WVARCHAR, 0, 0)) # Set input size for JSON columns + else: + input_sizes.append((pyodbc.SQL_WVARCHAR, 0, 0)) # Set input size for string columns + elif isinstance(arg, (bytes, bytearray)): + input_sizes.append((pyodbc.SQL_VARBINARY, 0, 0)) # Set input size for binary columns + else: + input_sizes.append(None) # Default handling for other data types + + return input_sizes, tuple(args) + + + def execute_sql(self, sql: AnyStr, *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: + print("SQL:", sql) + print("Arguments:", args) + with self.execute_query(sql, *args, **kwargs) as curr: + if curr.description is None: + return None + else: + f = curr.fetchall() + return f + + @contextmanager + @raise_database_error + def execute_query(self, query: AnyStr, *args: Any, **kwargs: Any) -> Iterator[DBApiCursor]: + print("Query:", query) + print("Args for query:", args) + + assert isinstance(query, str) + + if kwargs: + raise NotImplementedError("pyodbc does not support named parameters in queries") + + curr = self._conn.cursor() + + # Set the converter for datetimeoffset + self._conn.add_output_converter(-155, handle_datetimeoffset) + + # #TODO confirm this implementation ok ... MSSQL subclass? + # Set input sizes for Synapse to handle varchar(max) instead of ntext + input_sizes, args = self.set_input_sizes(*args) + curr.setinputsizes(input_sizes) + + try: + query = query.replace('%s', '?') # Updated line + + curr.execute(query, *args) # No flattening, just unpack args directly + yield DBApiCursorImpl(curr) # type: ignore[abstract] + + except pyodbc.Error as outer: + raise outer + + finally: + curr.close() + + def fully_qualified_dataset_name(self, escape: bool = True) -> str: + return self.capabilities.escape_identifier(self.dataset_name) if escape else self.dataset_name + + @classmethod + def _make_database_exception(cls, ex: Exception) -> Exception: + if isinstance(ex, pyodbc.ProgrammingError): + if ex.args[0] == "42S02": + return DatabaseUndefinedRelation(ex) + if ex.args[1] == "HY000": + return DatabaseTransientException(ex) + elif ex.args[0] == "42000": + if "(15151)" in ex.args[1]: + return DatabaseUndefinedRelation(ex) + return DatabaseTransientException(ex) + elif isinstance(ex, pyodbc.OperationalError): + return DatabaseTransientException(ex) + elif isinstance(ex, pyodbc.Error): + if ex.args[0] == "07002": # incorrect number of arguments supplied + return DatabaseTransientException(ex) + return DatabaseTerminalException(ex) + + @staticmethod + def is_dbapi_exception(ex: Exception) -> bool: + return isinstance(ex, pyodbc.Error) \ No newline at end of file diff --git a/dlt/destinations/synapse/synapse.py b/dlt/destinations/synapse/synapse.py new file mode 100644 index 0000000000..5b238358ee --- /dev/null +++ b/dlt/destinations/synapse/synapse.py @@ -0,0 +1,283 @@ +from typing import ClassVar, Dict, Optional, Sequence, List, Any, Tuple, Iterator + +from dlt.common.wei import EVM_DECIMAL_PRECISION +from dlt.common.destination.reference import NewLoadJob +from dlt.common.destination import DestinationCapabilitiesContext +from dlt.common.data_types import TDataType +from dlt.common.schema import TColumnSchema, TColumnHint, Schema +from dlt.common.schema.typing import TTableSchema, TColumnType, TTableFormat +from dlt.common.storages import FileStorage +from dlt.common.utils import uniq_id + +from dlt.destinations.sql_jobs import SqlStagingCopyJob, SqlMergeJob + +from dlt.destinations.insert_job_client import InsertValuesJobClient, InsertValuesLoadJob + +from dlt.destinations.synapse import capabilities +from dlt.destinations.synapse.sql_client import PyOdbcSynapseClient +from dlt.destinations.synapse.configuration import SynapseClientConfiguration +from dlt.destinations.sql_client import SqlClientBase +from dlt.common.schema.typing import COLUMN_HINTS +from dlt.destinations.type_mapping import TypeMapper + +from dlt.common.data_writers.escape import escape_synapse_identifier, escape_synapse_literal + + +import re + +# TODO remove logging +import logging # Import the logging module if it's not already imported +logger = logging.getLogger(__name__) + + +class SynapseTypeMapper(TypeMapper): + sct_to_unbound_dbt = { + "complex": "nvarchar(max)", + "text": "nvarchar(max)", + "double": "float", + "bool": "bit", + "bigint": "bigint", + "binary": "varbinary(max)", + "date": "date", + "timestamp": "datetimeoffset", + "time": "time", + } + + sct_to_dbt = { + "complex": "nvarchar(%i)", + "text": "nvarchar(%i)", + "timestamp": "datetimeoffset(%i)", + "binary": "varbinary(%i)", + "decimal": "decimal(%i,%i)", + "time": "time(%i)", + "wei": "decimal(%i,%i)" + } + + dbt_to_sct = { + "nvarchar": "text", + "float": "double", + "bit": "bool", + "datetimeoffset": "timestamp", + "date": "date", + "bigint": "bigint", + "varbinary": "binary", + "decimal": "decimal", + "time": "time", + "tinyint": "bigint", + "smallint": "bigint", + "int": "bigint", + } + +HINT_TO_SYNAPSE_ATTR: Dict[TColumnHint, str] = { + "unique": "UNIQUE" +} + +class SynapseStagingCopyJob(SqlStagingCopyJob): + + @classmethod + def generate_sql(cls, table_chain: Sequence[TTableSchema], sql_client: SqlClientBase[Any]) -> List[str]: + sql: List[str] = [] + for table in table_chain: + with sql_client.with_staging_dataset(staging=True): + staging_table_name = sql_client.make_qualified_table_name(table["name"]) + table_name = sql_client.make_qualified_table_name(table["name"]) + # drop destination table + sql.append(f"DROP TABLE {table_name};") + # moving staging table to destination schema + sql.append(f"ALTER SCHEMA {sql_client.fully_qualified_dataset_name()} TRANSFER {staging_table_name};") + return sql + + +class SynapseMergeJob(SqlMergeJob): + @classmethod + def gen_key_table_clauses(cls, root_table_name: str, staging_root_table_name: str, key_clauses: Sequence[str], for_delete: bool) -> List[str]: + """Generate sql clauses that may be used to select or delete rows in root table of destination dataset + """ + if for_delete: + # MS SQL doesn't support alias in DELETE FROM + return [f"FROM {root_table_name} WHERE EXISTS (SELECT 1 FROM {staging_root_table_name} WHERE {' OR '.join([c.format(d=root_table_name,s=staging_root_table_name) for c in key_clauses])})"] + return SqlMergeJob.gen_key_table_clauses(root_table_name, staging_root_table_name, key_clauses, for_delete) + + @classmethod + def _to_temp_table(cls, select_sql: str, temp_table_name: str) -> str: + return f"SELECT * INTO {temp_table_name} FROM ({select_sql}) as t;" + + @classmethod + def _new_temp_table_name(cls, name_prefix: str) -> str: + name = SqlMergeJob._new_temp_table_name(name_prefix) + return '#' + name + + +class SynapseInsertValuesLoadJob(InsertValuesLoadJob): + + def __init__(self, table_name: str, file_path: str, sql_client: SqlClientBase[Any]) -> None: + # First, set any attributes specific to this subclass + self._sql_client = sql_client + self._file_name = FileStorage.get_file_name_from_file_path(file_path) + + # Then, call the parent class's __init__ method with the required arguments + super().__init__(table_name, file_path, sql_client) + + def _insert(self, qualified_table_name: str, file_path: str) -> Iterator[List[str]]: + # First, get the original SQL fragments + original_sql_fragments = super()._insert(qualified_table_name, file_path) + if original_sql_fragments is None: + raise ValueError("Superclass _insert method returned None instead of an iterable") + print(f'Original SQL fragments: {original_sql_fragments}') # Debug print + print(f'Type of Original SQL fragments: {type(original_sql_fragments)}') # Additional debug print + + # Initialize insert_sql as an empty list + insert_sql = [] + + # Now, adapt each SQL fragment for Synapse using the generate_insert_query method + for original_sql in original_sql_fragments: + print(f'Processing original SQL fragment: {original_sql}') # Debug print + + # Parse the original SQL to extract table name, columns, and rows + # This is a simplified example, you'll need a more robust way to parse the SQL + # TODO pyodbc adding \n, cleaning up string for processing + original_sql_joined = ''.join(original_sql).replace('\n', '') + table_name_match = re.search(r'INSERT INTO (.*?)\(', original_sql_joined) + columns_match = re.search(r'\((.*?)\)', original_sql_joined) + values_match = re.search(r'VALUES(.*?);', original_sql_joined, re.DOTALL) + + if table_name_match and columns_match and values_match: + table_name = table_name_match.group(1) + columns_str = columns_match.group(1) + values_str = values_match.group(1) + + # Split columns and values strings into lists + columns = [col.strip() for col in columns_str.split(',')] + values = [[val.strip() for val in value_group.split(',')] for value_group in values_str.split('),(')] + + # Call generate_insert_query with the extracted values + adapted_sql, param_values = self.generate_insert_query(table_name, columns, values) + + insert_sql.append([adapted_sql, param_values]) + + yield insert_sql + + # In Azure Synapse, must break out SELECT statements for multi-row INSERT + # https://stackoverflow.com/questions/36141006/how-to-insert-multiple-rows-into-sql-server-parallel-data-warehoue-table + def generate_insert_query(self, table_name: str, columns: List[str], rows: List[List[Any]]) -> Tuple[str, List[Any]]: + print("THESE ARE THE ROWS FOR GENERATING INSERT QUERY: " + str(rows)) + + try: + escaped_column_names = ', '.join(columns) # This line is unchanged + + # Placeholder for each value in a row + placeholder = ', '.join(['?' for _ in columns]) + + # Process each row individually + sql_fragments = [] + param_values = [] + for row in rows: + # Remove leading and trailing parenthesis from each element in the row + clean_row = [elem.strip('()') for elem in row] + + # Create the SQL fragment for this row + sql_fragments.append(f"SELECT {placeholder}") + + # Extend param_values with the cleaned values + param_values.extend(clean_row) # Changed this line + + # Combine the individual SQL fragments + all_select_statements = " UNION ALL ".join(sql_fragments) + print("Combined SELECT statements: " + all_select_statements) # This will print the combined SELECT statements + + # Building the final SQL query + new_sql = f'INSERT INTO {table_name}({escaped_column_names}) {all_select_statements}' + print("NEW SQL STRUCTURE: " + str(new_sql)) # This will print the new SQL structure + + print("Param values: " + str(param_values)) # This will print the parameters as a flat list + + return new_sql, param_values # This will return the parameters as a flat list + + except Exception as e: + logger.error(f"Failed to generate insert query: {e}") + raise + + +class SynapseClient(InsertValuesJobClient): + #Synapse does not support multi-row inserts using a single INSERT INTO statement + + capabilities: ClassVar[DestinationCapabilitiesContext] = capabilities() + + def __init__(self, schema: Schema, config: SynapseClientConfiguration) -> None: + sql_client = PyOdbcSynapseClient( + config.normalize_dataset_name(schema), + config.credentials + ) + super().__init__(schema, config, sql_client) + self.config: SynapseClientConfiguration = config + self.sql_client = sql_client + self.active_hints = HINT_TO_SYNAPSE_ATTR if self.config.create_indexes else {} + self.type_mapper = SynapseTypeMapper(self.capabilities) + + def _create_merge_job(self, table_chain: Sequence[TTableSchema]) -> NewLoadJob: + return SynapseMergeJob.from_table_chain(table_chain, self.sql_client) + + def _make_add_column_sql(self, new_columns: Sequence[TColumnSchema]) -> List[str]: + # Override because mssql requires multiple columns in a single ADD COLUMN clause + return ["ADD \n" + ",\n".join(self._get_column_def_sql(c) for c in new_columns)] + + def _get_table_update_sql(self, table_name: str, new_columns: Sequence[TColumnSchema], generate_alter: bool) -> List[str]: + # build sql + canonical_name = self.sql_client.make_qualified_table_name(table_name) + sql_result: List[str] = [] + if not generate_alter: + # build CREATE + sql = f"CREATE TABLE {canonical_name} (\n" + sql += ",\n".join([self._get_column_def_sql(c) for c in new_columns]) + sql += ") WITH (HEAP)" + sql_result.append(sql) + else: + sql_base = f"ALTER TABLE {canonical_name}\n" + add_column_statements = self._make_add_column_sql(new_columns) + if self.capabilities.alter_add_multi_column: + column_sql = ",\n" + sql_result.append(sql_base + column_sql.join(add_column_statements)) + else: + # build ALTER as separate statement for each column (redshift limitation) + sql_result.extend([sql_base + col_statement for col_statement in add_column_statements]) + + # scan columns to get hints + if generate_alter: + # no hints may be specified on added columns + for hint in COLUMN_HINTS: + if any(c.get(hint, False) is True for c in new_columns): + hint_columns = [self.capabilities.escape_identifier(c["name"]) for c in new_columns if c.get(hint, False)] + if hint == "not_null": + logger.warning(f"Column(s) {hint_columns} with NOT NULL are being added to existing table {canonical_name}." + " If there's data in the table the operation will fail.") + else: + logger.warning(f"Column(s) {hint_columns} with hint {hint} are being added to existing table {canonical_name}." + " Several hint types may not be added to existing tables.") + return sql_result + + def _create_merge_followup_jobs(self, table_chain: Sequence[TTableSchema]) -> List[NewLoadJob]: + return [SynapseMergeJob.from_table_chain(table_chain, self.sql_client)] + + def _make_add_column_sql(self, new_columns: Sequence[TColumnSchema], table_format: TTableFormat = None) -> List[str]: + # Override because mssql requires multiple columns in a single ADD COLUMN clause + return ["ADD \n" + ",\n".join(self._get_column_def_sql(c, table_format) for c in new_columns)] + + def _get_column_def_sql(self, c: TColumnSchema, table_format: TTableFormat = None) -> str: + sc_type = c["data_type"] + if sc_type == "text" and c.get("unique"): + # MSSQL does not allow index on large TEXT columns + db_type = "nvarchar(%i)" % (c.get("precision") or 900) + else: + db_type = self.type_mapper.to_db_type(c) + + hints_str = " ".join(self.active_hints.get(h, "") for h in self.active_hints.keys() if c.get(h, False) is True) + column_name = self.capabilities.escape_identifier(c["name"]) + return f"{column_name} {db_type} {hints_str} {self._gen_not_null(c['nullable'])}" + + def _create_replace_followup_jobs(self, table_chain: Sequence[TTableSchema]) -> List[NewLoadJob]: + if self.config.replace_strategy == "staging-optimized": + return [SynapseStagingCopyJob.from_table_chain(table_chain, self.sql_client)] + return super()._create_replace_followup_jobs(table_chain) + + def _from_db_type(self, pq_t: str, precision: Optional[int], scale: Optional[int]) -> TColumnType: + return self.type_mapper.from_db_type(pq_t, precision, scale) diff --git a/tests/load/test_job_client.py b/tests/load/test_job_client.py index 35394ed1c6..879996dc29 100644 --- a/tests/load/test_job_client.py +++ b/tests/load/test_job_client.py @@ -327,6 +327,9 @@ def test_get_storage_table_with_all_types(client: SqlJobClientBase) -> None: continue if client.config.destination_name == "mssql" and c["data_type"] in ("wei", "complex"): continue + # TODO combine w/ mssql handling + if client.config.destination_name == "synapse" and c["data_type"] in ("wei", "complex"): + continue assert c["data_type"] == expected_c["data_type"] diff --git a/tests/load/test_sql_client.py b/tests/load/test_sql_client.py index 5c6e1b9e31..d1cc67ef26 100644 --- a/tests/load/test_sql_client.py +++ b/tests/load/test_sql_client.py @@ -183,6 +183,9 @@ def test_execute_df(client: SqlJobClientBase) -> None: elif client.config.destination_name == "mssql": chunk_size = 700 total_records = 1000 + elif client.config.destination_name == "synapse": + chunk_size = 700 + total_records = 1000 else: chunk_size = 2048 total_records = 3000 diff --git a/tests/load/utils.py b/tests/load/utils.py index be2097c879..ed626c54eb 100644 --- a/tests/load/utils.py +++ b/tests/load/utils.py @@ -147,6 +147,7 @@ def destinations_configs( DestinationTestConfiguration(destination="snowflake", staging="filesystem", file_format="jsonl", bucket_url=AWS_BUCKET, stage_name="PUBLIC.dlt_s3_stage", extra_info="s3-integration"), DestinationTestConfiguration(destination="snowflake", staging="filesystem", file_format="jsonl", bucket_url=AZ_BUCKET, stage_name="PUBLIC.dlt_az_stage", extra_info="az-integration"), DestinationTestConfiguration(destination="snowflake", staging="filesystem", file_format="jsonl", bucket_url=AZ_BUCKET, extra_info="az-authorization"), + DestinationTestConfiguration(destination="synapse", staging="filesystem", file_format="parquet", bucket_url=AZ_BUCKET, stage_name="PUBLIC.dlt_az_stage") ] if all_staging_configs: @@ -155,6 +156,7 @@ def destinations_configs( DestinationTestConfiguration(destination="snowflake", staging="filesystem", file_format="parquet", bucket_url=AWS_BUCKET, extra_info="credential-forwarding"), DestinationTestConfiguration(destination="redshift", staging="filesystem", file_format="jsonl", bucket_url=AWS_BUCKET, extra_info="credential-forwarding"), DestinationTestConfiguration(destination="bigquery", staging="filesystem", file_format="jsonl", bucket_url=GCS_BUCKET, extra_info="gcs-authorization"), + DestinationTestConfiguration(destination="synapse", staging="filesystem", file_format="parquet", bucket_url=AZ_BUCKET, extra_info="az-integration") ] # add local filesystem destinations if requested diff --git a/tests/utils.py b/tests/utils.py index 2eba788542..e72bcd9a20 100644 --- a/tests/utils.py +++ b/tests/utils.py @@ -27,7 +27,7 @@ # destination constants -IMPLEMENTED_DESTINATIONS = {"athena", "duckdb", "bigquery", "redshift", "postgres", "snowflake", "filesystem", "weaviate", "dummy", "motherduck", "mssql"} +IMPLEMENTED_DESTINATIONS = {"athena", "duckdb", "bigquery", "redshift", "postgres", "snowflake", "filesystem", "weaviate", "dummy", "motherduck", "mssql", "synapse"} NON_SQL_DESTINATIONS = {"filesystem", "weaviate", "dummy", "motherduck"} SQL_DESTINATIONS = IMPLEMENTED_DESTINATIONS - NON_SQL_DESTINATIONS @@ -36,7 +36,9 @@ # filter out active destinations for current tests -ACTIVE_DESTINATIONS = set(dlt.config.get("ACTIVE_DESTINATIONS", list) or IMPLEMENTED_DESTINATIONS) +# TODO remove filter +# ACTIVE_DESTINATIONS = set(dlt.config.get("ACTIVE_DESTINATIONS", list) or IMPLEMENTED_DESTINATIONS) +ACTIVE_DESTINATIONS = {"synapse"} ACTIVE_SQL_DESTINATIONS = SQL_DESTINATIONS.intersection(ACTIVE_DESTINATIONS) ACTIVE_NON_SQL_DESTINATIONS = NON_SQL_DESTINATIONS.intersection(ACTIVE_DESTINATIONS) From 2e06008132e6766979c981d88f5fc9c2169de56e Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 31 Oct 2023 08:30:09 -0400 Subject: [PATCH 02/17] removed print statements --- dlt/destinations/synapse/sql_client.py | 6 ------ dlt/destinations/synapse/synapse.py | 7 ------- 2 files changed, 13 deletions(-) diff --git a/dlt/destinations/synapse/sql_client.py b/dlt/destinations/synapse/sql_client.py index b67fb4ca7c..c95eb7946c 100644 --- a/dlt/destinations/synapse/sql_client.py +++ b/dlt/destinations/synapse/sql_client.py @@ -165,12 +165,10 @@ def set_input_sizes(self, *args): args = list(args) # Convert tuple to list for modification input_sizes = [] for index, arg in enumerate(args): - #print(f"Processing arg {index}: {arg}") # Print the argument being processed if isinstance(arg, str): if arg.isdigit(): # Check if the string is a valid integer input_sizes.append((pyodbc.SQL_BIGINT, 0, 0)) # Set input size for bigint columns - #print(f"Identified bigint arg at index {index}") # Print when a bigint argument is identified elif is_valid_json(arg): input_sizes.append((pyodbc.SQL_WVARCHAR, 0, 0)) # Set input size for JSON columns else: @@ -184,8 +182,6 @@ def set_input_sizes(self, *args): def execute_sql(self, sql: AnyStr, *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: - print("SQL:", sql) - print("Arguments:", args) with self.execute_query(sql, *args, **kwargs) as curr: if curr.description is None: return None @@ -196,8 +192,6 @@ def execute_sql(self, sql: AnyStr, *args: Any, **kwargs: Any) -> Optional[Sequen @contextmanager @raise_database_error def execute_query(self, query: AnyStr, *args: Any, **kwargs: Any) -> Iterator[DBApiCursor]: - print("Query:", query) - print("Args for query:", args) assert isinstance(query, str) diff --git a/dlt/destinations/synapse/synapse.py b/dlt/destinations/synapse/synapse.py index 5b238358ee..ac77e8595d 100644 --- a/dlt/destinations/synapse/synapse.py +++ b/dlt/destinations/synapse/synapse.py @@ -123,15 +123,12 @@ def _insert(self, qualified_table_name: str, file_path: str) -> Iterator[List[st original_sql_fragments = super()._insert(qualified_table_name, file_path) if original_sql_fragments is None: raise ValueError("Superclass _insert method returned None instead of an iterable") - print(f'Original SQL fragments: {original_sql_fragments}') # Debug print - print(f'Type of Original SQL fragments: {type(original_sql_fragments)}') # Additional debug print # Initialize insert_sql as an empty list insert_sql = [] # Now, adapt each SQL fragment for Synapse using the generate_insert_query method for original_sql in original_sql_fragments: - print(f'Processing original SQL fragment: {original_sql}') # Debug print # Parse the original SQL to extract table name, columns, and rows # This is a simplified example, you'll need a more robust way to parse the SQL @@ -160,7 +157,6 @@ def _insert(self, qualified_table_name: str, file_path: str) -> Iterator[List[st # In Azure Synapse, must break out SELECT statements for multi-row INSERT # https://stackoverflow.com/questions/36141006/how-to-insert-multiple-rows-into-sql-server-parallel-data-warehoue-table def generate_insert_query(self, table_name: str, columns: List[str], rows: List[List[Any]]) -> Tuple[str, List[Any]]: - print("THESE ARE THE ROWS FOR GENERATING INSERT QUERY: " + str(rows)) try: escaped_column_names = ', '.join(columns) # This line is unchanged @@ -183,13 +179,10 @@ def generate_insert_query(self, table_name: str, columns: List[str], rows: List[ # Combine the individual SQL fragments all_select_statements = " UNION ALL ".join(sql_fragments) - print("Combined SELECT statements: " + all_select_statements) # This will print the combined SELECT statements # Building the final SQL query new_sql = f'INSERT INTO {table_name}({escaped_column_names}) {all_select_statements}' - print("NEW SQL STRUCTURE: " + str(new_sql)) # This will print the new SQL structure - print("Param values: " + str(param_values)) # This will print the parameters as a flat list return new_sql, param_values # This will return the parameters as a flat list From 668ca32ed8ab6071504ef414d18bc86a180a4a66 Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 31 Oct 2023 16:14:43 -0400 Subject: [PATCH 03/17] temporary Synapse job insert handling and pyodbc --- dlt/destinations/insert_job_client.py | 10 +++++++++- dlt/helpers/dbt/__init__.py | 1 + pyproject.toml | 1 + 3 files changed, 11 insertions(+), 1 deletion(-) diff --git a/dlt/destinations/insert_job_client.py b/dlt/destinations/insert_job_client.py index d5759db6c2..b919ff469b 100644 --- a/dlt/destinations/insert_job_client.py +++ b/dlt/destinations/insert_job_client.py @@ -12,6 +12,7 @@ from dlt.destinations.job_client_impl import SqlJobClientWithStaging + class InsertValuesLoadJob(LoadJob, FollowupJob): def __init__(self, table_name: str, file_path: str, sql_client: SqlClientBase[Any]) -> None: super().__init__(FileStorage.get_file_name_from_file_path(file_path)) @@ -108,12 +109,19 @@ def restore_file_load(self, file_path: str) -> LoadJob: job = EmptyLoadJob.from_file_path(file_path, "completed") return job + + def start_file_load(self, table: TTableSchema, file_path: str, load_id: str) -> LoadJob: job = super().start_file_load(table, file_path, load_id) if not job: # this is using sql_client internally and will raise a right exception if file_path.endswith("insert_values"): - job = InsertValuesLoadJob(table["name"], file_path, self.sql_client) + # TODO update import, hard coding to use Synapse subclass + from dlt.destinations.synapse.synapse import SynapseInsertValuesLoadJob + + job = SynapseInsertValuesLoadJob(table["name"], file_path, self.sql_client) + #TODO update synapse handling + #job = InsertValuesLoadJob(table["name"], file_path, self.sql_client) return job # # TODO: implement indexes and primary keys for postgres diff --git a/dlt/helpers/dbt/__init__.py b/dlt/helpers/dbt/__init__.py index c6107b2873..3acdc84c7b 100644 --- a/dlt/helpers/dbt/__init__.py +++ b/dlt/helpers/dbt/__init__.py @@ -18,6 +18,7 @@ "athena": "athena-community", "motherduck": "duckdb", "mssql": "sqlserver", + "synapse": "sqlserver", } diff --git a/pyproject.toml b/pyproject.toml index 6789f975be..05abb9298d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -98,6 +98,7 @@ athena = ["pyathena", "pyarrow", "s3fs", "botocore"] weaviate = ["weaviate-client"] pydantic = ["pydantic"] mssql = ["pyodbc"] +synapse = ["pyodbc"] [tool.poetry.scripts] dlt = "dlt.cli._dlt:_main" From cc870aa5d9de399fd10f546de975cd460fc54a6c Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 31 Oct 2023 20:18:06 -0400 Subject: [PATCH 04/17] install odbc github action --- .github/workflows/test_destination_synapse.yml | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/.github/workflows/test_destination_synapse.yml b/.github/workflows/test_destination_synapse.yml index e86e29ebf6..5ebb7ff398 100644 --- a/.github/workflows/test_destination_synapse.yml +++ b/.github/workflows/test_destination_synapse.yml @@ -5,9 +5,9 @@ on: branches: - master - devel - + workflow_dispatch: - + env: DESTINATION__SYNAPSE__CREDENTIALS: ${{ secrets.SYNAPSE_CREDENTIALS }} DESTINATION__SYNAPSE__CREDENTIALS__PASSWORD: ${{ secrets.SYNAPSE_PASSWORD }} @@ -29,6 +29,9 @@ jobs: if [[ "${{ github.head_ref }}" != "synapse" ]]; then exit 1 fi + - name: Install ODBC driver for SQL Server + run:| + sudo ACCEPT_EULA=Y apt-get install --yes msodbcsql18 run_loader: name: Tests Synapse loader @@ -42,7 +45,7 @@ jobs: runs-on: ${{ matrix.os }} steps: - + - name: Check out uses: actions/checkout@master From 67b381d59eeba763945fc205bd1b6878d107b016 Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 31 Oct 2023 20:45:32 -0400 Subject: [PATCH 05/17] syncing synapse workflow w/ mssql --- .../workflows/test_destination_synapse.yml | 19 +++++-------------- 1 file changed, 5 insertions(+), 14 deletions(-) diff --git a/.github/workflows/test_destination_synapse.yml b/.github/workflows/test_destination_synapse.yml index 5ebb7ff398..390cfe6ac1 100644 --- a/.github/workflows/test_destination_synapse.yml +++ b/.github/workflows/test_destination_synapse.yml @@ -5,7 +5,6 @@ on: branches: - master - devel - workflow_dispatch: env: @@ -19,22 +18,14 @@ env: ALL_FILESYSTEM_DRIVERS: "[\"memory\"]" jobs: - - build: - runs-on: ubuntu-latest - - steps: - - name: Check source branch name - run: | - if [[ "${{ github.head_ref }}" != "synapse" ]]; then - exit 1 - fi - - name: Install ODBC driver for SQL Server - run:| - sudo ACCEPT_EULA=Y apt-get install --yes msodbcsql18 + get_docs_changes: + uses: ./.github/workflows/get_docs_changes.yml + if: ${{ !github.event.pull_request.head.repo.fork }} run_loader: name: Tests Synapse loader + needs: get_docs_changes + if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' strategy: fail-fast: false matrix: From 19b9ea10b40a9c33b30c5d7c01703af62eb319c9 Mon Sep 17 00:00:00 2001 From: edward Date: Wed, 1 Nov 2023 00:02:15 -0400 Subject: [PATCH 06/17] updating lock file and isolating synapse workflow --- .github/workflows/test_airflow.yml | 2 +- .github/workflows/test_build_images.yml | 2 +- .github/workflows/test_common.yml | 2 +- .github/workflows/test_dbt_cloud.yml | 2 +- .github/workflows/test_dbt_runner.yml | 2 +- .github/workflows/test_destination_athena.yml | 2 +- .../test_destination_athena_iceberg.yml | 2 +- .../workflows/test_destination_bigquery.yml | 2 +- .../workflows/test_destination_snowflake.yml | 2 +- .../workflows/test_destination_weaviate.yml | 2 +- .github/workflows/test_destinations.yml | 2 +- .github/workflows/test_doc_snippets.yml | 2 +- .github/workflows/test_local_destinations.yml | 2 +- poetry.lock | 7259 +++++++++-------- 14 files changed, 3713 insertions(+), 3572 deletions(-) diff --git a/.github/workflows/test_airflow.yml b/.github/workflows/test_airflow.yml index d78a48e8f7..31abdebc50 100644 --- a/.github/workflows/test_airflow.yml +++ b/.github/workflows/test_airflow.yml @@ -4,7 +4,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: jobs: diff --git a/.github/workflows/test_build_images.yml b/.github/workflows/test_build_images.yml index 9668e23cb3..b17d68ac28 100644 --- a/.github/workflows/test_build_images.yml +++ b/.github/workflows/test_build_images.yml @@ -4,7 +4,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: jobs: diff --git a/.github/workflows/test_common.yml b/.github/workflows/test_common.yml index 23b6eb9fdd..19b1a28a41 100644 --- a/.github/workflows/test_common.yml +++ b/.github/workflows/test_common.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_dbt_cloud.yml b/.github/workflows/test_dbt_cloud.yml index 2d06ac96ba..05cb25475b 100644 --- a/.github/workflows/test_dbt_cloud.yml +++ b/.github/workflows/test_dbt_cloud.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_dbt_runner.yml b/.github/workflows/test_dbt_runner.yml index db3b53e9fa..f2cfcf353d 100644 --- a/.github/workflows/test_dbt_runner.yml +++ b/.github/workflows/test_dbt_runner.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_destination_athena.yml b/.github/workflows/test_destination_athena.yml index 704e66522b..1865637219 100644 --- a/.github/workflows/test_destination_athena.yml +++ b/.github/workflows/test_destination_athena.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_destination_athena_iceberg.yml b/.github/workflows/test_destination_athena_iceberg.yml index 6892a96bf1..71a935640b 100644 --- a/.github/workflows/test_destination_athena_iceberg.yml +++ b/.github/workflows/test_destination_athena_iceberg.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_destination_bigquery.yml b/.github/workflows/test_destination_bigquery.yml index dcc7e7ba9b..5017d3835c 100644 --- a/.github/workflows/test_destination_bigquery.yml +++ b/.github/workflows/test_destination_bigquery.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_destination_snowflake.yml b/.github/workflows/test_destination_snowflake.yml index 4aae3ec62e..c22c1bdf4f 100644 --- a/.github/workflows/test_destination_snowflake.yml +++ b/.github/workflows/test_destination_snowflake.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_destination_weaviate.yml b/.github/workflows/test_destination_weaviate.yml index 6a7a2e95cd..0340cefcba 100644 --- a/.github/workflows/test_destination_weaviate.yml +++ b/.github/workflows/test_destination_weaviate.yml @@ -4,7 +4,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_destinations.yml b/.github/workflows/test_destinations.yml index f3f6c492db..06303039c4 100644 --- a/.github/workflows/test_destinations.yml +++ b/.github/workflows/test_destinations.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_doc_snippets.yml b/.github/workflows/test_doc_snippets.yml index e158c2d669..262ce2bc40 100644 --- a/.github/workflows/test_doc_snippets.yml +++ b/.github/workflows/test_doc_snippets.yml @@ -5,7 +5,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/.github/workflows/test_local_destinations.yml b/.github/workflows/test_local_destinations.yml index 6c538d1968..593a85cb4a 100644 --- a/.github/workflows/test_local_destinations.yml +++ b/.github/workflows/test_local_destinations.yml @@ -7,7 +7,7 @@ on: pull_request: branches: - master - - devel + #- devel workflow_dispatch: env: diff --git a/poetry.lock b/poetry.lock index 15c257b607..72b6ec5725 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,3 +1,5 @@ +# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand. + [[package]] name = "about-time" version = "4.2.1" @@ -5,6 +7,10 @@ description = "Easily measure timing and throughput of code blocks, with beautif category = "dev" optional = false python-versions = ">=3.7, <4" +files = [ + {file = "about-time-4.2.1.tar.gz", hash = "sha256:6a538862d33ce67d997429d14998310e1dbfda6cb7d9bbfbf799c4709847fece"}, + {file = "about_time-4.2.1-py3-none-any.whl", hash = "sha256:8bbf4c75fe13cbd3d72f49a03b02c5c7dca32169b6d49117c257e7eb3eaee341"}, +] [[package]] name = "adlfs" @@ -13,6 +19,10 @@ description = "Access Azure Datalake Gen1 with fsspec and dask" category = "main" optional = true python-versions = ">=3.8" +files = [ + {file = "adlfs-2023.8.0-py3-none-any.whl", hash = "sha256:3eb248a3c2a30b419f1147bd7676d156b5219f96ef7f11d47166afd2a3bdb07e"}, + {file = "adlfs-2023.8.0.tar.gz", hash = "sha256:07e804f6df4593acfcaf01025b162e30ac13e523d3570279c98b2d91a18026d9"}, +] [package.dependencies] aiohttp = ">=3.7.0" @@ -27,24 +37,27 @@ docs = ["furo", "myst-parser", "numpydoc", 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["apache-airflow-providers-amazon"] apache-atlas = ["atlasclient (>=0.1.2)"] apache-beam = ["apache-airflow-providers-apache-beam"] @@ -273,7 +407,7 @@ atlassian-jira = ["apache-airflow-providers-atlassian-jira"] aws = ["apache-airflow-providers-amazon"] azure = ["apache-airflow-providers-microsoft-azure"] cassandra = ["apache-airflow-providers-apache-cassandra"] -celery = ["apache-airflow (>=2.4.0)", "apache-airflow-providers-celery", "celery (>=5.2.3,<6)", "flower (>=1.0.0)"] +celery = ["apache-airflow (>=2.4.0)", "apache-airflow-providers-celery", "celery (>=5.3.0,!=5.3.2,!=5.3.3,<6)", "flower (>=1.0.0)"] cgroups = ["cgroupspy (>=0.2.2)"] cloudant = ["apache-airflow-providers-cloudant"] cncf-kubernetes = ["apache-airflow (>=2.4.0)", "apache-airflow-providers-cncf-kubernetes", "asgiref (>=3.5.2)", "cryptography (>=2.0.0)", "kubernetes (>=21.7.0,<24)", "kubernetes-asyncio (>=18.20.1,<25)"] @@ -284,13 +418,13 @@ databricks = ["apache-airflow-providers-databricks"] datadog = ["apache-airflow-providers-datadog"] dbt-cloud = ["apache-airflow-providers-dbt-cloud"] deprecated-api = ["requests (>=2.26.0)"] -devel = ["aiobotocore (>=2.1.1)", "aioresponses", "apache-airflow (>=2.4.0)", "apache-airflow-providers-common-sql", "astroid (>=2.12.3)", "aws-xray-sdk", "bcrypt (>=2.0.0)", "beautifulsoup4 (>=4.7.1)", "black", "blinker", "bowler", "cgroupspy (>=0.2.2)", "checksumdir", "click (>=8.0)", "click (>=8.0,!=8.1.4,!=8.1.5)", "coverage", "cryptography (>=2.0.0)", "docutils (<0.17.0)", "eralchemy2", "filelock", "flask-bcrypt (>=0.7.1)", "gitpython", "ipdb", "jira", "jsondiff", "jsonpath-ng (>=1.5.3)", "kubernetes (>=21.7.0,<24)", "mongomock", "moto[cloudformation,glue] (>=4.0)", "mypy (==1.2.0)", "mysqlclient (>=1.3.6)", "pandas (>=0.17.1)", "paramiko", "pipdeptree", "pre-commit", "pyarrow (>=9.0.0)", "pygithub", "pypsrp", "pytest", "pytest-asyncio", "pytest-capture-warnings", "pytest-cov", "pytest-httpx", "pytest-instafail", "pytest-mock", "pytest-rerunfailures", 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(>=1.6.0)", "sphinxcontrib-spelling (>=7.3)", "thrift (>=0.9.2)", "thrift-sasl (>=0.2.0)", "time-machine", "towncrier", "twine", "types-Deprecated", "types-Markdown", "types-PyMySQL", "types-PyYAML", "types-certifi", "types-croniter", "types-docutils", "types-paramiko", "types-protobuf", "types-python-dateutil", "types-python-slugify", "types-pytz", "types-redis", "types-requests", "types-setuptools", "types-tabulate", "types-termcolor", "types-toml", "wheel", "yamllint"] dingding = ["apache-airflow-providers-dingding"] discord = ["apache-airflow-providers-discord"] -doc = ["astroid (>=2.12.3)", "checksumdir", "click (>=8.0,!=8.1.4,!=8.1.5)", "docutils (<0.17.0)", "eralchemy2", "sphinx (>=5.2.0)", "sphinx-airflow-theme", "sphinx-argparse (>=0.1.13)", "sphinx-autoapi (>=2.0.0)", "sphinx-copybutton", "sphinx-jinja (>=2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "sphinxcontrib-redoc (>=1.6.0)", "sphinxcontrib-spelling (>=7.3)"] +doc = ["astroid (>=2.12.3,<3.0)", "checksumdir", "click (>=8.0,!=8.1.4,!=8.1.5)", "docutils (<0.17.0)", "eralchemy2", "sphinx (>=5.2.0)", "sphinx-airflow-theme", "sphinx-argparse (>=0.1.13)", "sphinx-autoapi (>=2.0.0)", "sphinx-copybutton", "sphinx-jinja (>=2.0)", "sphinx-rtd-theme (>=0.1.6)", "sphinxcontrib-httpdomain (>=1.7.0)", "sphinxcontrib-redoc (>=1.6.0)", "sphinxcontrib-spelling (>=7.3)"] doc-gen = ["eralchemy2"] docker = ["apache-airflow-providers-docker"] druid = ["apache-airflow-providers-apache-druid"] @@ -301,9 +435,9 @@ ftp = ["apache-airflow-providers-ftp"] gcp = ["apache-airflow-providers-google"] gcp-api = ["apache-airflow-providers-google"] github = ["apache-airflow-providers-github"] -github-enterprise = ["authlib (>=1.0.0)", "flask-appbuilder[oauth] (==4.3.3)"] +github-enterprise = ["authlib (>=1.0.0)", "flask-appbuilder[oauth] (==4.3.6)"] google = ["apache-airflow-providers-google"] -google-auth = ["authlib (>=1.0.0)", "flask-appbuilder[oauth] (==4.3.3)"] +google-auth = ["authlib (>=1.0.0)", "flask-appbuilder[oauth] (==4.3.6)"] grpc = ["apache-airflow-providers-grpc"] hashicorp = ["apache-airflow-providers-hashicorp"] hdfs = ["apache-airflow-providers-apache-hdfs"] @@ -340,7 +474,6 @@ plexus = ["apache-airflow-providers-plexus"] postgres = ["apache-airflow-providers-postgres"] presto = ["apache-airflow-providers-presto"] qds = ["apache-airflow-providers-qubole"] -qubole = ["apache-airflow-providers-qubole"] rabbitmq = ["amqp"] redis = ["apache-airflow-providers-redis"] s3 = ["apache-airflow-providers-amazon"] @@ -370,14 +503,18 @@ zendesk = ["apache-airflow-providers-zendesk"] [[package]] name = "apache-airflow-providers-common-sql" -version = "1.7.1" +version = "1.8.0" description = "Provider for Apache Airflow. Implements apache-airflow-providers-common-sql package" category = "dev" optional = false python-versions = "~=3.8" +files = [ + {file = "apache-airflow-providers-common-sql-1.8.0.tar.gz", hash = "sha256:4d8d99f33f7b5a3e313ef12c5a2f10d1612477ed2e784d0ffb721447e076e3f7"}, + {file = "apache_airflow_providers_common_sql-1.8.0-py3-none-any.whl", hash = "sha256:45117fa38f5a2e83cdb9a8d3bdfdbd602bfdc7a894d087b26e6ebb94df79ec32"}, +] [package.dependencies] -apache-airflow = ">=2.4.0" +apache-airflow = ">=2.5.0" sqlparse = ">=0.4.2" [package.extras] @@ -386,54 +523,70 @@ pandas = ["pandas (>=0.17.1)"] [[package]] name = "apache-airflow-providers-ftp" -version = "3.5.1" +version = "3.6.0" description = "Provider for Apache Airflow. Implements apache-airflow-providers-ftp package" category = "dev" optional = false python-versions = "~=3.8" +files = [ + {file = "apache-airflow-providers-ftp-3.6.0.tar.gz", hash = "sha256:160f12e9f78ffbcdca4bdffbac93c1f04641fd3f1f7d236c7bfe79cd0a68d14b"}, + {file = "apache_airflow_providers_ftp-3.6.0-py3-none-any.whl", hash = "sha256:03264207293710c3821f5ccd548c5e89a3c5ca7562bc4ff629e6f73d112a71a4"}, +] [package.dependencies] -apache-airflow = ">=2.4.0" +apache-airflow = ">=2.5.0" [package.extras] openlineage = ["apache-airflow-providers-openlineage"] [[package]] name = "apache-airflow-providers-http" -version = "4.5.1" +version = "4.6.0" description = "Provider for Apache Airflow. Implements apache-airflow-providers-http package" category = "dev" optional = false python-versions = "~=3.8" +files = [ + {file = "apache-airflow-providers-http-4.6.0.tar.gz", hash = "sha256:c9b08782031daa8c18ba62c2c8ae687659968d636fbf6b9fbed488d1fe4f0162"}, + {file = "apache_airflow_providers_http-4.6.0-py3-none-any.whl", hash = "sha256:ca3cf6c209cb27144fd4d676ee5feef96a1ed67002f13bf4a8b74d859ef8b56c"}, +] [package.dependencies] aiohttp = "*" -apache-airflow = ">=2.4.0" +apache-airflow = ">=2.5.0" asgiref = "*" requests = ">=2.26.0" requests-toolbelt = "*" [[package]] name = "apache-airflow-providers-imap" -version = "3.3.1" +version = "3.4.0" description = "Provider for Apache Airflow. Implements apache-airflow-providers-imap package" category = "dev" optional = false python-versions = "~=3.8" +files = [ + {file = "apache-airflow-providers-imap-3.4.0.tar.gz", hash = "sha256:347f78efa0e1353f90be78244fad0136d7c0cb1af25b9a3ba296d4e31fb53f6c"}, + {file = "apache_airflow_providers_imap-3.4.0-py3-none-any.whl", hash = "sha256:4972793b0dbb25d5372fe1bf174329958075985c0beca013459ec89fcbbca620"}, +] [package.dependencies] -apache-airflow = ">=2.4.0" +apache-airflow = ">=2.5.0" [[package]] name = "apache-airflow-providers-sqlite" -version = "3.4.3" +version = "3.5.0" description = "Provider for Apache Airflow. Implements apache-airflow-providers-sqlite package" category = "dev" optional = false python-versions = "~=3.8" +files = [ + {file = "apache-airflow-providers-sqlite-3.5.0.tar.gz", hash = "sha256:6f47c25d7fb026fa8b8b4dc8edfee1491998255048255625716fceaae2c67024"}, + {file = "apache_airflow_providers_sqlite-3.5.0-py3-none-any.whl", hash = "sha256:7baba67c9ddf75b31d8197e22ca491c2e1cf9e4c6306c1788c150b5457c3a182"}, +] [package.dependencies] -apache-airflow = ">=2.4.0" +apache-airflow = ">=2.5.0" apache-airflow-providers-common-sql = ">=1.3.1" [package.extras] @@ -446,6 +599,10 @@ description = "A pluggable API specification generator. 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+content-hash = "02be2db4a80e99646860b029f86d2fa9373bb9856b9c7e75b8e051b632502df6" diff --git a/pyproject.toml b/pyproject.toml index 05abb9298d..ada75821f6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -98,7 +98,7 @@ athena = ["pyathena", "pyarrow", "s3fs", "botocore"] weaviate = ["weaviate-client"] pydantic = ["pydantic"] mssql = ["pyodbc"] -synapse = ["pyodbc"] +synapse = ["pyodbc", "pyarrow"] [tool.poetry.scripts] dlt = "dlt.cli._dlt:_main" From 799a13df119c27440b0e643f958bb8d9278b93fb Mon Sep 17 00:00:00 2001 From: edward Date: Thu, 2 Nov 2023 10:56:42 -0400 Subject: [PATCH 08/17] revert insert_job_client.py, clean redundant synapse.py reviewing escape char handling --- dlt/destinations/insert_job_client.py | 10 +- dlt/destinations/synapse/synapse.py | 133 ++++---------------------- 2 files changed, 22 insertions(+), 121 deletions(-) diff --git a/dlt/destinations/insert_job_client.py b/dlt/destinations/insert_job_client.py index b919ff469b..d5759db6c2 100644 --- a/dlt/destinations/insert_job_client.py +++ b/dlt/destinations/insert_job_client.py @@ -12,7 +12,6 @@ from dlt.destinations.job_client_impl import SqlJobClientWithStaging - class InsertValuesLoadJob(LoadJob, FollowupJob): def __init__(self, table_name: str, file_path: str, sql_client: SqlClientBase[Any]) -> None: super().__init__(FileStorage.get_file_name_from_file_path(file_path)) @@ -109,19 +108,12 @@ def restore_file_load(self, file_path: str) -> LoadJob: job = EmptyLoadJob.from_file_path(file_path, "completed") return job - - def start_file_load(self, table: TTableSchema, file_path: str, load_id: str) -> LoadJob: job = super().start_file_load(table, file_path, load_id) if not job: # this is using sql_client internally and will raise a right exception if file_path.endswith("insert_values"): - # TODO update import, hard coding to use Synapse subclass - from dlt.destinations.synapse.synapse import SynapseInsertValuesLoadJob - - job = SynapseInsertValuesLoadJob(table["name"], file_path, self.sql_client) - #TODO update synapse handling - #job = InsertValuesLoadJob(table["name"], file_path, self.sql_client) + job = InsertValuesLoadJob(table["name"], file_path, self.sql_client) return job # # TODO: implement indexes and primary keys for postgres diff --git a/dlt/destinations/synapse/synapse.py b/dlt/destinations/synapse/synapse.py index ac77e8595d..4dc01c1c6c 100644 --- a/dlt/destinations/synapse/synapse.py +++ b/dlt/destinations/synapse/synapse.py @@ -31,13 +31,15 @@ class SynapseTypeMapper(TypeMapper): + # setting to nvarchar(4000) instead of nvarchar(max); cannot use nvarchar(max) for columnstore index + # https://learn.microsoft.com/en-us/answers/questions/470492/capacity-limits-for-dedicated-sql-pool-in-azure-sy sct_to_unbound_dbt = { - "complex": "nvarchar(max)", - "text": "nvarchar(max)", + "complex": "nvarchar(4000)", + "text": "nvarchar(4000)", "double": "float", "bool": "bit", "bigint": "bigint", - "binary": "varbinary(max)", + "binary": "varbinary(8000)", "date": "date", "timestamp": "datetimeoffset", "time": "time", @@ -107,7 +109,6 @@ def _new_temp_table_name(cls, name_prefix: str) -> str: name = SqlMergeJob._new_temp_table_name(name_prefix) return '#' + name - class SynapseInsertValuesLoadJob(InsertValuesLoadJob): def __init__(self, table_name: str, file_path: str, sql_client: SqlClientBase[Any]) -> None: @@ -119,84 +120,33 @@ def __init__(self, table_name: str, file_path: str, sql_client: SqlClientBase[An super().__init__(table_name, file_path, sql_client) def _insert(self, qualified_table_name: str, file_path: str) -> Iterator[List[str]]: - # First, get the original SQL fragments - original_sql_fragments = super()._insert(qualified_table_name, file_path) - if original_sql_fragments is None: - raise ValueError("Superclass _insert method returned None instead of an iterable") + # Get the rows of data directly + rows = self.get_values_rows(file_path) # This will need to be implemented - # Initialize insert_sql as an empty list + # Begin constructing the insert SQL with UNION ALL syntax for Azure Synapse insert_sql = [] + for row in rows: + # Construct the SELECT part of the UNION ALL statement for each row + select_statement = 'SELECT ' + ', '.join(f"'{value}'" for value in row) + insert_sql.append(select_statement) - # Now, adapt each SQL fragment for Synapse using the generate_insert_query method - for original_sql in original_sql_fragments: - - # Parse the original SQL to extract table name, columns, and rows - # This is a simplified example, you'll need a more robust way to parse the SQL - # TODO pyodbc adding \n, cleaning up string for processing - original_sql_joined = ''.join(original_sql).replace('\n', '') - table_name_match = re.search(r'INSERT INTO (.*?)\(', original_sql_joined) - columns_match = re.search(r'\((.*?)\)', original_sql_joined) - values_match = re.search(r'VALUES(.*?);', original_sql_joined, re.DOTALL) - - if table_name_match and columns_match and values_match: - table_name = table_name_match.group(1) - columns_str = columns_match.group(1) - values_str = values_match.group(1) - - # Split columns and values strings into lists - columns = [col.strip() for col in columns_str.split(',')] - values = [[val.strip() for val in value_group.split(',')] for value_group in values_str.split('),(')] - - # Call generate_insert_query with the extracted values - adapted_sql, param_values = self.generate_insert_query(table_name, columns, values) - - insert_sql.append([adapted_sql, param_values]) - - yield insert_sql - - # In Azure Synapse, must break out SELECT statements for multi-row INSERT - # https://stackoverflow.com/questions/36141006/how-to-insert-multiple-rows-into-sql-server-parallel-data-warehoue-table - def generate_insert_query(self, table_name: str, columns: List[str], rows: List[List[Any]]) -> Tuple[str, List[Any]]: - - try: - escaped_column_names = ', '.join(columns) # This line is unchanged - - # Placeholder for each value in a row - placeholder = ', '.join(['?' for _ in columns]) - - # Process each row individually - sql_fragments = [] - param_values = [] - for row in rows: - # Remove leading and trailing parenthesis from each element in the row - clean_row = [elem.strip('()') for elem in row] + # Combine all SELECT statements with UNION ALL + final_insert_sql = ' UNION ALL '.join(insert_sql) + # The full INSERT statement includes the insert into the table part + full_insert_sql = f'INSERT INTO {qualified_table_name} ({self.get_column_names()}) ' + final_insert_sql - # Create the SQL fragment for this row - sql_fragments.append(f"SELECT {placeholder}") - - # Extend param_values with the cleaned values - param_values.extend(clean_row) # Changed this line - - # Combine the individual SQL fragments - all_select_statements = " UNION ALL ".join(sql_fragments) - - # Building the final SQL query - new_sql = f'INSERT INTO {table_name}({escaped_column_names}) {all_select_statements}' - - - return new_sql, param_values # This will return the parameters as a flat list - - except Exception as e: - logger.error(f"Failed to generate insert query: {e}") - raise + # Yield the final insert SQL statement + yield [full_insert_sql] class SynapseClient(InsertValuesJobClient): - #Synapse does not support multi-row inserts using a single INSERT INTO statement capabilities: ClassVar[DestinationCapabilitiesContext] = capabilities() def __init__(self, schema: Schema, config: SynapseClientConfiguration) -> None: + if hasattr(config.credentials, 'on_resolved'): + config.credentials.on_resolved() + sql_client = PyOdbcSynapseClient( config.normalize_dataset_name(schema), config.credentials @@ -207,47 +157,6 @@ def __init__(self, schema: Schema, config: SynapseClientConfiguration) -> None: self.active_hints = HINT_TO_SYNAPSE_ATTR if self.config.create_indexes else {} self.type_mapper = SynapseTypeMapper(self.capabilities) - def _create_merge_job(self, table_chain: Sequence[TTableSchema]) -> NewLoadJob: - return SynapseMergeJob.from_table_chain(table_chain, self.sql_client) - - def _make_add_column_sql(self, new_columns: Sequence[TColumnSchema]) -> List[str]: - # Override because mssql requires multiple columns in a single ADD COLUMN clause - return ["ADD \n" + ",\n".join(self._get_column_def_sql(c) for c in new_columns)] - - def _get_table_update_sql(self, table_name: str, new_columns: Sequence[TColumnSchema], generate_alter: bool) -> List[str]: - # build sql - canonical_name = self.sql_client.make_qualified_table_name(table_name) - sql_result: List[str] = [] - if not generate_alter: - # build CREATE - sql = f"CREATE TABLE {canonical_name} (\n" - sql += ",\n".join([self._get_column_def_sql(c) for c in new_columns]) - sql += ") WITH (HEAP)" - sql_result.append(sql) - else: - sql_base = f"ALTER TABLE {canonical_name}\n" - add_column_statements = self._make_add_column_sql(new_columns) - if self.capabilities.alter_add_multi_column: - column_sql = ",\n" - sql_result.append(sql_base + column_sql.join(add_column_statements)) - else: - # build ALTER as separate statement for each column (redshift limitation) - sql_result.extend([sql_base + col_statement for col_statement in add_column_statements]) - - # scan columns to get hints - if generate_alter: - # no hints may be specified on added columns - for hint in COLUMN_HINTS: - if any(c.get(hint, False) is True for c in new_columns): - hint_columns = [self.capabilities.escape_identifier(c["name"]) for c in new_columns if c.get(hint, False)] - if hint == "not_null": - logger.warning(f"Column(s) {hint_columns} with NOT NULL are being added to existing table {canonical_name}." - " If there's data in the table the operation will fail.") - else: - logger.warning(f"Column(s) {hint_columns} with hint {hint} are being added to existing table {canonical_name}." - " Several hint types may not be added to existing tables.") - return sql_result - def _create_merge_followup_jobs(self, table_chain: Sequence[TTableSchema]) -> List[NewLoadJob]: return [SynapseMergeJob.from_table_chain(table_chain, self.sql_client)] From 5a058a0b6dffcdd4a8b6e772fa6b5ecc24ab0b57 Mon Sep 17 00:00:00 2001 From: edward Date: Thu, 2 Nov 2023 15:47:11 -0400 Subject: [PATCH 09/17] revised _insert function loading data --- dlt/destinations/synapse/synapse.py | 65 ++++++++++++++++++++++------- 1 file changed, 51 insertions(+), 14 deletions(-) diff --git a/dlt/destinations/synapse/synapse.py b/dlt/destinations/synapse/synapse.py index 4dc01c1c6c..5e06119baa 100644 --- a/dlt/destinations/synapse/synapse.py +++ b/dlt/destinations/synapse/synapse.py @@ -1,5 +1,6 @@ from typing import ClassVar, Dict, Optional, Sequence, List, Any, Tuple, Iterator + from dlt.common.wei import EVM_DECIMAL_PRECISION from dlt.common.destination.reference import NewLoadJob from dlt.common.destination import DestinationCapabilitiesContext @@ -9,6 +10,9 @@ from dlt.common.storages import FileStorage from dlt.common.utils import uniq_id +from dlt.common.destination.reference import LoadJob, FollowupJob, TLoadJobState + + from dlt.destinations.sql_jobs import SqlStagingCopyJob, SqlMergeJob from dlt.destinations.insert_job_client import InsertValuesJobClient, InsertValuesLoadJob @@ -21,6 +25,7 @@ from dlt.destinations.type_mapping import TypeMapper from dlt.common.data_writers.escape import escape_synapse_identifier, escape_synapse_literal +from dlt.destinations.job_impl import EmptyLoadJob import re @@ -74,6 +79,7 @@ class SynapseTypeMapper(TypeMapper): "unique": "UNIQUE" } + class SynapseStagingCopyJob(SqlStagingCopyJob): @classmethod @@ -120,23 +126,33 @@ def __init__(self, table_name: str, file_path: str, sql_client: SqlClientBase[An super().__init__(table_name, file_path, sql_client) def _insert(self, qualified_table_name: str, file_path: str) -> Iterator[List[str]]: - # Get the rows of data directly - rows = self.get_values_rows(file_path) # This will need to be implemented + with FileStorage.open_zipsafe_ro(file_path, "r", encoding="utf-8") as f: + header = f.readline().strip() # Read the header which contains the INSERT INTO statement template + #print("Here are the columns: " + str(header)) + f.readline() # Skip the "VALUES" marker line + + # Now read the file line by line and construct the SQL INSERT statements + insert_sql_parts = [] + for line in f: + #print("current line: " + str(line)) + line = line.strip() + + # Remove outer parentheses and trailing comma or semicolon using a regular expression + line = re.sub(r'^\(|\)[,;]?$', '', line) - # Begin constructing the insert SQL with UNION ALL syntax for Azure Synapse - insert_sql = [] - for row in rows: - # Construct the SELECT part of the UNION ALL statement for each row - select_statement = 'SELECT ' + ', '.join(f"'{value}'" for value in row) - insert_sql.append(select_statement) + #print("post-cleanup line: " + str(line)) + if not line: + continue # Skip empty lines - # Combine all SELECT statements with UNION ALL - final_insert_sql = ' UNION ALL '.join(insert_sql) - # The full INSERT statement includes the insert into the table part - full_insert_sql = f'INSERT INTO {qualified_table_name} ({self.get_column_names()}) ' + final_insert_sql + # Construct the SELECT part of the SQL statement for each row of values + values_str = ', '.join(value for value in line.split(',')) + # Ensure no comma is added at the end of the SELECT statement + insert_sql_parts.append(f"SELECT {values_str}") - # Yield the final insert SQL statement - yield [full_insert_sql] + if insert_sql_parts: + # Combine the SELECT statements with UNION ALL and format the final INSERT INTO statement + insert_sql = header.format(qualified_table_name) + "\n" + "\nUNION ALL\n".join(insert_sql_parts) + ";" + yield [insert_sql] class SynapseClient(InsertValuesJobClient): @@ -157,6 +173,27 @@ def __init__(self, schema: Schema, config: SynapseClientConfiguration) -> None: self.active_hints = HINT_TO_SYNAPSE_ATTR if self.config.create_indexes else {} self.type_mapper = SynapseTypeMapper(self.capabilities) + def restore_file_load(self, file_path: str) -> LoadJob: + """Returns a completed SqlLoadJob or InsertValuesJob + + Returns completed jobs as SqlLoadJob and InsertValuesJob executed atomically in start_file_load so any jobs that should be recreated are already completed. + Obviously the case of asking for jobs that were never created will not be handled. With correctly implemented loader that cannot happen. + + Args: + file_path (str): a path to a job file + + Returns: + LoadJob: Always a restored job completed + """ + job = super().restore_file_load(file_path) + if not job: + job = EmptyLoadJob.from_file_path(file_path, "completed") + return job + + def start_file_load(self, table: TTableSchema, file_path: str, load_id: str) -> LoadJob: + job = SynapseInsertValuesLoadJob(table["name"], file_path, self.sql_client) + return job + def _create_merge_followup_jobs(self, table_chain: Sequence[TTableSchema]) -> List[NewLoadJob]: return [SynapseMergeJob.from_table_chain(table_chain, self.sql_client)] From 1e883a0bfbca0720e9cb9a31053cb076770bdbd4 Mon Sep 17 00:00:00 2001 From: edward Date: Thu, 2 Nov 2023 16:41:54 -0400 Subject: [PATCH 10/17] escape.py update, sync with local setup --- dlt/common/data_writers/escape.py | 26 +++++++------ dlt/destinations/synapse/sql_client.py | 53 +++++++++++++++++--------- 2 files changed, 50 insertions(+), 29 deletions(-) diff --git a/dlt/common/data_writers/escape.py b/dlt/common/data_writers/escape.py index 9dd51296da..754ffa5439 100644 --- a/dlt/common/data_writers/escape.py +++ b/dlt/common/data_writers/escape.py @@ -100,17 +100,21 @@ def escape_mssql_literal(v: Any) -> Any: # TODO needs improvement for SQL injection, combine with mssql handling def escape_synapse_literal(v: Any) -> Any: if isinstance(v, str): - v = v.replace("'", "''") # escape single quotes - # Further sanitizations, if needed, can be added here - elif isinstance(v, (datetime, date, time)): - return v.isoformat() - elif isinstance(v, (list, dict)): - return _escape_extended(json.dumps(v), escape_dict=SYNAPSE_ESCAPE_DICT, escape_re=SYNAPSE_SQL_ESCAPE_RE) - elif isinstance(v, bytes): - base_64_string = base64.b64encode(v).decode('ascii') - return f"""CAST('' AS XML).value('xs:base64Binary("{base_64_string}")', 'VARBINARY(MAX)')""" - elif isinstance(v, bool): + # Use the _escape_extended function to escape the string + return _escape_extended(v, prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) + if isinstance(v, (datetime, date, time)): + return f"'{v.isoformat()}'" + if isinstance(v, (list, dict)): + # Serialize the list or dict to JSON and then escape it + return _escape_extended(json.dumps(v), prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) + if isinstance(v, bytes): + hex_string = v.hex() + return f"0x{hex_string}" + if isinstance(v, bool): return str(int(v)) + if v is None: + return "NULL" + return str(v) # TODO potentially combine with mssql @@ -125,7 +129,7 @@ def escape_synapse_literal(v: Any) -> Any: def escape_synapse_identifier(v: str) -> str: - return '"' + v.replace('"', '""') + '"' + return '"' + v.replace('"', '') + '"' def escape_redshift_identifier(v: str) -> str: diff --git a/dlt/destinations/synapse/sql_client.py b/dlt/destinations/synapse/sql_client.py index c95eb7946c..de8121be85 100644 --- a/dlt/destinations/synapse/sql_client.py +++ b/dlt/destinations/synapse/sql_client.py @@ -39,31 +39,39 @@ def handle_datetimeoffset(dto_value: bytes) -> datetime: tup[0], tup[1], tup[2], tup[3], tup[4], tup[5], tup[6] // 1000, timezone(timedelta(hours=tup[7], minutes=tup[8])) ) + def is_valid_xml(s: str) -> bool: # simple check for XML data return s.strip().startswith('<') and s.strip().endswith('>') -class PyOdbcSynapseClient(SqlClientBase[pyodbc.Connection], DBTransaction): - def execute_fragments(self, fragments: Sequence[AnyStr], *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: - # Check if fragments has one element and that element is a list/tuple with two elements - if len(fragments) == 1 and isinstance(fragments[0], (list, tuple)) and len(fragments[0]) == 2: - # Unpack the inner list/tuple into sql and params - sql, params = fragments[0] - # Execute the SQL query with the provided parameters - return self.execute_sql(sql, *params, **kwargs) - else: - # If fragments doesn't match the expected structure, fall back to the default behavior - return self.execute_sql("".join(fragments), *args, **kwargs) # type: ignore - - dbapi: ClassVar[DBApi] = pyodbc - capabilities: ClassVar[DestinationCapabilitiesContext] = capabilities() +class PyOdbcSynapseClient(SqlClientBase[pyodbc.Connection], DBTransaction): def __init__(self, dataset_name: str, credentials: SynapseCredentials) -> None: + if not hasattr(credentials, 'database'): + raise AttributeError("The provided SynapseCredentials object does not have a 'database' attribute. Ensure it's fully resolved before instantiation.") super().__init__(credentials.database, dataset_name) self._conn: pyodbc.Connection = None self._transaction_in_progress = False # Transaction state flag + if not isinstance(credentials, SynapseCredentials): + raise TypeError(f"Expected credentials of type SynapseCredentials but received {type(credentials)}") self.credentials = credentials + # def execute_fragments(self, fragments: Sequence[AnyStr], *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: + # # Check if fragments has one element and that element is a list/tuple with two elements + # if len(fragments) == 1 and isinstance(fragments[0], (list, tuple)) and len(fragments[0]) == 2: + # # Unpack the inner list/tuple into sql and params + # sql, params = fragments[0] + # # Execute the SQL query with the provided parameters + # return self.execute_sql(sql, *params, **kwargs) + # else: + # # If fragments doesn't match the expected structure, fall back to the default behavior + # return self.execute_sql("".join(fragments), *args, **kwargs) # type: ignore + + dbapi: ClassVar[DBApi] = pyodbc + capabilities: ClassVar[DestinationCapabilitiesContext] = capabilities() + + + def open_connection(self) -> pyodbc.Connection: try: @@ -165,22 +173,29 @@ def set_input_sizes(self, *args): args = list(args) # Convert tuple to list for modification input_sizes = [] for index, arg in enumerate(args): + # TODO temp solution for columnstore failing when set to nvarcharmax since data type not allowed in columnstore index + # https://stackoverflow.com/questions/75517148/replacing-nvarcharmax-in-azure-synapse-table + + # Trim string arguments to 3950 characters + if isinstance(arg, str) and len(arg) > 3950: + args[index] = arg[:3950] if isinstance(arg, str): if arg.isdigit(): # Check if the string is a valid integer input_sizes.append((pyodbc.SQL_BIGINT, 0, 0)) # Set input size for bigint columns + elif is_valid_json(arg): input_sizes.append((pyodbc.SQL_WVARCHAR, 0, 0)) # Set input size for JSON columns else: - input_sizes.append((pyodbc.SQL_WVARCHAR, 0, 0)) # Set input size for string columns + input_sizes.append((pyodbc.SQL_WVARCHAR, 0, 0)) # Set input size for non-JSON columns + elif isinstance(arg, (bytes, bytearray)): - input_sizes.append((pyodbc.SQL_VARBINARY, 0, 0)) # Set input size for binary columns + input_sizes.append((pyodbc.SQL_VARBINARY, len(arg), 0)) # Set input size for binary columns else: input_sizes.append(None) # Default handling for other data types return input_sizes, tuple(args) - def execute_sql(self, sql: AnyStr, *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: with self.execute_query(sql, *args, **kwargs) as curr: if curr.description is None: @@ -192,6 +207,7 @@ def execute_sql(self, sql: AnyStr, *args: Any, **kwargs: Any) -> Optional[Sequen @contextmanager @raise_database_error def execute_query(self, query: AnyStr, *args: Any, **kwargs: Any) -> Iterator[DBApiCursor]: + #print("Query:", query) assert isinstance(query, str) @@ -210,7 +226,8 @@ def execute_query(self, query: AnyStr, *args: Any, **kwargs: Any) -> Iterator[DB try: query = query.replace('%s', '?') # Updated line - + #print("Executing query: " +str(query)) + #print("Using args: " + str(args)) curr.execute(query, *args) # No flattening, just unpack args directly yield DBApiCursorImpl(curr) # type: ignore[abstract] From df89276bf0495ee5713507c57c25184a92e5aadf Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 7 Nov 2023 03:10:56 -0500 Subject: [PATCH 11/17] synapse escape handling '//' and synapse/sql_client.py cleanup --- dlt/common/data_writers/escape.py | 21 ++++++++++++--------- dlt/destinations/synapse/sql_client.py | 15 +-------------- 2 files changed, 13 insertions(+), 23 deletions(-) diff --git a/dlt/common/data_writers/escape.py b/dlt/common/data_writers/escape.py index 754ffa5439..0d86ffca7c 100644 --- a/dlt/common/data_writers/escape.py +++ b/dlt/common/data_writers/escape.py @@ -100,16 +100,18 @@ def escape_mssql_literal(v: Any) -> Any: # TODO needs improvement for SQL injection, combine with mssql handling def escape_synapse_literal(v: Any) -> Any: if isinstance(v, str): - # Use the _escape_extended function to escape the string return _escape_extended(v, prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) if isinstance(v, (datetime, date, time)): return f"'{v.isoformat()}'" - if isinstance(v, (list, dict)): - # Serialize the list or dict to JSON and then escape it - return _escape_extended(json.dumps(v), prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) if isinstance(v, bytes): + # Ensure that the CONVERT function specifies VARBINARY(MAX) + # XML not allowed for Synapse: https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-data-types + # https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-index + # https://azure.microsoft.com/en-us/updates/public-preview-string-and-binary-columns-with-unlimited-size-are-supported-in-clustered-column-store-indexes-azure-sql-database-premium-tiers/#:~:text=Clustered%20columnstore%20indexes%20can%20be,DateLogged%20datetime2 hex_string = v.hex() - return f"0x{hex_string}" + return f"CONVERT(VARBINARY(8000), 0x{hex_string}, 1)" + if isinstance(v, (list, dict)): + return _escape_extended(json.dumps(v), prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) if isinstance(v, bool): return str(int(v)) if v is None: @@ -119,10 +121,11 @@ def escape_synapse_literal(v: Any) -> Any: # TODO potentially combine with mssql SYNAPSE_ESCAPE_DICT = { - "'": "''", - '\n': "' + CHAR(10) + N'", - '\r': "' + CHAR(13) + N'", - '\t': "' + CHAR(9) + N'", + "\\": "\\", # Single backslash to escape in the SQL query + "\t": "' + CHAR(9) + N'", + "\n": "' + CHAR(10) + N'", + "\r": "' + CHAR(13) + N'", + "'": "''" } SYNAPSE_SQL_ESCAPE_RE = _make_sql_escape_re(SYNAPSE_ESCAPE_DICT) diff --git a/dlt/destinations/synapse/sql_client.py b/dlt/destinations/synapse/sql_client.py index de8121be85..96fa19b625 100644 --- a/dlt/destinations/synapse/sql_client.py +++ b/dlt/destinations/synapse/sql_client.py @@ -21,6 +21,7 @@ from typing import List, Tuple, Union, Any #Import List for INSERT query generation import json + def is_valid_json(s: str) -> bool: """Check if a string is valid JSON.""" if not (s.startswith('{') and s.endswith('}')) and not (s.startswith('[') and s.endswith(']')): @@ -31,7 +32,6 @@ def is_valid_json(s: str) -> bool: except json.JSONDecodeError: return False - def handle_datetimeoffset(dto_value: bytes) -> datetime: # ref: https://github.com/mkleehammer/pyodbc/issues/134#issuecomment-281739794 tup = struct.unpack("<6hI2h", dto_value) # e.g., (2017, 3, 16, 10, 35, 18, 500000000, -6, 0) @@ -56,23 +56,10 @@ def __init__(self, dataset_name: str, credentials: SynapseCredentials) -> None: raise TypeError(f"Expected credentials of type SynapseCredentials but received {type(credentials)}") self.credentials = credentials - # def execute_fragments(self, fragments: Sequence[AnyStr], *args: Any, **kwargs: Any) -> Optional[Sequence[Sequence[Any]]]: - # # Check if fragments has one element and that element is a list/tuple with two elements - # if len(fragments) == 1 and isinstance(fragments[0], (list, tuple)) and len(fragments[0]) == 2: - # # Unpack the inner list/tuple into sql and params - # sql, params = fragments[0] - # # Execute the SQL query with the provided parameters - # return self.execute_sql(sql, *params, **kwargs) - # else: - # # If fragments doesn't match the expected structure, fall back to the default behavior - # return self.execute_sql("".join(fragments), *args, **kwargs) # type: ignore dbapi: ClassVar[DBApi] = pyodbc capabilities: ClassVar[DestinationCapabilitiesContext] = capabilities() - - - def open_connection(self) -> pyodbc.Connection: try: # Establish a connection From 0e4db372ced382ebea5f17c5f0f5f514a06b6a82 Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 7 Nov 2023 05:10:18 -0500 Subject: [PATCH 12/17] added logging for long running merge disposition test --- tests/load/pipeline/test_merge_disposition.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/tests/load/pipeline/test_merge_disposition.py b/tests/load/pipeline/test_merge_disposition.py index fbc5088ab2..7373b66864 100644 --- a/tests/load/pipeline/test_merge_disposition.py +++ b/tests/load/pipeline/test_merge_disposition.py @@ -24,6 +24,9 @@ # NOTE: the tests are passing but we disable them due to frequent ATTACH DATABASE timeouts # ACTIVE_DESTINATIONS += ["motherduck"] +import logging # Import the logging module if it's not already imported +logger = logging.getLogger(__name__) + @pytest.mark.parametrize("destination_config", destinations_configs(default_sql_configs=True), ids=lambda x: x.name) def test_merge_on_keys_in_schema(destination_config: DestinationTestConfiguration) -> None: @@ -132,31 +135,44 @@ def test_merge_source_compound_keys_and_changes(destination_config: DestinationT @pytest.mark.parametrize("destination_config", destinations_configs(default_sql_configs=True), ids=lambda x: x.name) def test_merge_no_child_tables(destination_config: DestinationTestConfiguration) -> None: + logging.info(f"Testing with destination config: {destination_config.name}") p = destination_config.setup_pipeline("github_3", full_refresh=True) github_data = github() + + logger.info(f"Initial github_data properties: max_table_nesting={github_data.max_table_nesting}, root_key={github_data.root_key}") assert github_data.max_table_nesting is None assert github_data.root_key is True + # set max nesting to 0 so no child tables are generated github_data.max_table_nesting = 0 assert github_data.max_table_nesting == 0 github_data.root_key = False + logger.info(f"Updated github_data properties to: max_table_nesting={github_data.max_table_nesting}, root_key={github_data.root_key}") assert github_data.root_key is False # take only first 15 elements + logger.info(f"Loading github first 15") github_data.load_issues.add_filter(take_first(15)) + logger.info(f"executing: p.run(github_data)") info = p.run(github_data) + + logger.info(f"Pipeline run info after taking first 15 elements: {info}") assert len(p.default_schema.data_tables()) == 1 assert "issues" in p.default_schema.tables assert_load_info(info) github_1_counts = load_table_counts(p, *[t["name"] for t in p.default_schema.data_tables()]) + logger.info(f"Table counts after first pipeline run: {github_1_counts}") assert github_1_counts["issues"] == 15 # load all github_data = github() github_data.max_table_nesting = 0 info = p.run(github_data) + + logger.info(f"Pipeline run info after loading all data: {info}") assert_load_info(info) github_2_counts = load_table_counts(p, *[t["name"] for t in p.default_schema.data_tables()]) + logger.info(f"Table counts after second pipeline run: {github_2_counts}") # 100 issues total, or 115 if merge is not supported assert github_2_counts["issues"] == 100 if destination_config.supports_merge else 115 From 89f55b424d38ac613b1ecd890910064e3262bcb0 Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 7 Nov 2023 13:38:26 -0500 Subject: [PATCH 13/17] escape.py cleanup -- test_merge_no_child_tables was running for > 3 hours --- dlt/common/data_writers/escape.py | 22 ++++++++++------------ 1 file changed, 10 insertions(+), 12 deletions(-) diff --git a/dlt/common/data_writers/escape.py b/dlt/common/data_writers/escape.py index 0d86ffca7c..218703cbb5 100644 --- a/dlt/common/data_writers/escape.py +++ b/dlt/common/data_writers/escape.py @@ -100,18 +100,16 @@ def escape_mssql_literal(v: Any) -> Any: # TODO needs improvement for SQL injection, combine with mssql handling def escape_synapse_literal(v: Any) -> Any: if isinstance(v, str): + # Use the _escape_extended function to escape the string return _escape_extended(v, prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) if isinstance(v, (datetime, date, time)): return f"'{v.isoformat()}'" - if isinstance(v, bytes): - # Ensure that the CONVERT function specifies VARBINARY(MAX) - # XML not allowed for Synapse: https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-data-types - # https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-index - # https://azure.microsoft.com/en-us/updates/public-preview-string-and-binary-columns-with-unlimited-size-are-supported-in-clustered-column-store-indexes-azure-sql-database-premium-tiers/#:~:text=Clustered%20columnstore%20indexes%20can%20be,DateLogged%20datetime2 - hex_string = v.hex() - return f"CONVERT(VARBINARY(8000), 0x{hex_string}, 1)" if isinstance(v, (list, dict)): + # Serialize the list or dict to JSON and then escape it return _escape_extended(json.dumps(v), prefix="N'", escape_dict=SYNAPSE_ESCAPE_DICT) + if isinstance(v, bytes): + hex_string = v.hex() + return f"0x{hex_string}" if isinstance(v, bool): return str(int(v)) if v is None: @@ -121,11 +119,11 @@ def escape_synapse_literal(v: Any) -> Any: # TODO potentially combine with mssql SYNAPSE_ESCAPE_DICT = { - "\\": "\\", # Single backslash to escape in the SQL query - "\t": "' + CHAR(9) + N'", - "\n": "' + CHAR(10) + N'", - "\r": "' + CHAR(13) + N'", - "'": "''" + "'": "''", + '\n': "' + CHAR(10) + N'", + '\r': "' + CHAR(13) + N'", + '\t': "' + CHAR(9) + N'", + "\\": "\\", } SYNAPSE_SQL_ESCAPE_RE = _make_sql_escape_re(SYNAPSE_ESCAPE_DICT) From 9b42e90c6f33544a1a379e745f9de17c3b2a2ca3 Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 7 Nov 2023 13:26:11 -0800 Subject: [PATCH 14/17] remove logging --- tests/load/pipeline/test_merge_disposition.py | 16 ---------------- 1 file changed, 16 deletions(-) diff --git a/tests/load/pipeline/test_merge_disposition.py b/tests/load/pipeline/test_merge_disposition.py index 7373b66864..fbc5088ab2 100644 --- a/tests/load/pipeline/test_merge_disposition.py +++ b/tests/load/pipeline/test_merge_disposition.py @@ -24,9 +24,6 @@ # NOTE: the tests are passing but we disable them due to frequent ATTACH DATABASE timeouts # ACTIVE_DESTINATIONS += ["motherduck"] -import logging # Import the logging module if it's not already imported -logger = logging.getLogger(__name__) - @pytest.mark.parametrize("destination_config", destinations_configs(default_sql_configs=True), ids=lambda x: x.name) def test_merge_on_keys_in_schema(destination_config: DestinationTestConfiguration) -> None: @@ -135,44 +132,31 @@ def test_merge_source_compound_keys_and_changes(destination_config: DestinationT @pytest.mark.parametrize("destination_config", destinations_configs(default_sql_configs=True), ids=lambda x: x.name) def test_merge_no_child_tables(destination_config: DestinationTestConfiguration) -> None: - logging.info(f"Testing with destination config: {destination_config.name}") p = destination_config.setup_pipeline("github_3", full_refresh=True) github_data = github() - - logger.info(f"Initial github_data properties: max_table_nesting={github_data.max_table_nesting}, root_key={github_data.root_key}") assert github_data.max_table_nesting is None assert github_data.root_key is True - # set max nesting to 0 so no child tables are generated github_data.max_table_nesting = 0 assert github_data.max_table_nesting == 0 github_data.root_key = False - logger.info(f"Updated github_data properties to: max_table_nesting={github_data.max_table_nesting}, root_key={github_data.root_key}") assert github_data.root_key is False # take only first 15 elements - logger.info(f"Loading github first 15") github_data.load_issues.add_filter(take_first(15)) - logger.info(f"executing: p.run(github_data)") info = p.run(github_data) - - logger.info(f"Pipeline run info after taking first 15 elements: {info}") assert len(p.default_schema.data_tables()) == 1 assert "issues" in p.default_schema.tables assert_load_info(info) github_1_counts = load_table_counts(p, *[t["name"] for t in p.default_schema.data_tables()]) - logger.info(f"Table counts after first pipeline run: {github_1_counts}") assert github_1_counts["issues"] == 15 # load all github_data = github() github_data.max_table_nesting = 0 info = p.run(github_data) - - logger.info(f"Pipeline run info after loading all data: {info}") assert_load_info(info) github_2_counts = load_table_counts(p, *[t["name"] for t in p.default_schema.data_tables()]) - logger.info(f"Table counts after second pipeline run: {github_2_counts}") # 100 issues total, or 115 if merge is not supported assert github_2_counts["issues"] == 100 if destination_config.supports_merge else 115 From 1a85df4c900d1149328bb1aefe6bf9c0cc314891 Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 7 Nov 2023 13:36:52 -0800 Subject: [PATCH 15/17] test on push to synapse branch --- .github/workflows/test_destination_synapse.yml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.github/workflows/test_destination_synapse.yml b/.github/workflows/test_destination_synapse.yml index 390cfe6ac1..bb68c6e21e 100644 --- a/.github/workflows/test_destination_synapse.yml +++ b/.github/workflows/test_destination_synapse.yml @@ -5,6 +5,10 @@ on: branches: - master - devel + push: + branches: + - synapse + workflow_dispatch: env: From 6afc50bb3a0672614613b1e36d391364518ccc0f Mon Sep 17 00:00:00 2001 From: edward Date: Tue, 7 Nov 2023 13:39:58 -0800 Subject: [PATCH 16/17] sync synapse workflow --- .../workflows/test_destination_synapse.yml | 20 ++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/.github/workflows/test_destination_synapse.yml b/.github/workflows/test_destination_synapse.yml index bb68c6e21e..77c0b09b06 100644 --- a/.github/workflows/test_destination_synapse.yml +++ b/.github/workflows/test_destination_synapse.yml @@ -5,10 +5,7 @@ on: branches: - master - devel - push: - branches: - - synapse - + workflow_dispatch: env: @@ -22,14 +19,19 @@ env: ALL_FILESYSTEM_DRIVERS: "[\"memory\"]" jobs: - get_docs_changes: - uses: ./.github/workflows/get_docs_changes.yml - if: ${{ !github.event.pull_request.head.repo.fork }} + + build: + runs-on: ubuntu-latest + + steps: + - name: Check source branch name + run: | + if [[ "${{ github.head_ref }}" != "synapse" ]]; then + exit 1 + fi run_loader: name: Tests Synapse loader - needs: get_docs_changes - if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' strategy: fail-fast: false matrix: From 9add2a4234476982270ba8348b1fece7ba4fefee Mon Sep 17 00:00:00 2001 From: eryanRM Date: Tue, 7 Nov 2023 14:57:11 -0800 Subject: [PATCH 17/17] synapse workflow reset --- .github/workflows/test_destination_synapse.yml | 16 +++++----------- 1 file changed, 5 insertions(+), 11 deletions(-) diff --git a/.github/workflows/test_destination_synapse.yml b/.github/workflows/test_destination_synapse.yml index 77c0b09b06..390cfe6ac1 100644 --- a/.github/workflows/test_destination_synapse.yml +++ b/.github/workflows/test_destination_synapse.yml @@ -5,7 +5,6 @@ on: branches: - master - devel - workflow_dispatch: env: @@ -19,19 +18,14 @@ env: ALL_FILESYSTEM_DRIVERS: "[\"memory\"]" jobs: - - build: - runs-on: ubuntu-latest - - steps: - - name: Check source branch name - run: | - if [[ "${{ github.head_ref }}" != "synapse" ]]; then - exit 1 - fi + get_docs_changes: + uses: ./.github/workflows/get_docs_changes.yml + if: ${{ !github.event.pull_request.head.repo.fork }} run_loader: name: Tests Synapse loader + needs: get_docs_changes + if: needs.get_docs_changes.outputs.changes_outside_docs == 'true' strategy: fail-fast: false matrix: