From 367597fff4f4c583faaf46c9c3806b227b138661 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Wed, 31 May 2023 16:17:47 -0400 Subject: [PATCH 1/9] add a couple bug fixes to get it working again --- target_snowflake/sinks.py | 59 +++++++++++++++++++++++++++++++++------ 1 file changed, 50 insertions(+), 9 deletions(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index bbb3fe2..e0d6e72 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -54,6 +54,35 @@ class SnowflakeConnector(SQLConnector): allow_column_alter: bool = True # Whether altering column types is supported. allow_merge_upsert: bool = False # Whether MERGE UPSERT is supported. allow_temp_tables: bool = True # Whether temp tables are supported. + column_cache = {} + + def column_exists(self, full_table_name: str, column_name: str) -> bool: + """Determine if the target table already exists. + + Args: + full_table_name: the target table name. + column_name: the target column name. + + Returns: + True if table exists, False if not. + """ + if full_table_name not in self.column_cache: + self.column_cache[full_table_name] = self.get_table_columns( + full_table_name + ) + return column_name in self.column_cache[full_table_name] + + def schema_exists(self, schema_name: str) -> bool: + """Determine if the target database schema already exists. + + Args: + schema_name: The target database schema name. + + Returns: + True if the database schema exists, False if not. + """ + schema_names = sqlalchemy.inspect(self._engine).get_schema_names() + return schema_name.lower() in schema_names def get_sqlalchemy_url(self, config: dict) -> str: """Generates a SQLAlchemy URL for Snowflake. @@ -288,14 +317,25 @@ def process_batch_files( self.logger.debug(f"Creating file format with SQL: {file_format_statement}") self.connector.connection.execute(file_format_statement, **kwargs) # merge into destination table - merge_statement, kwargs = self._get_merge_statement( - full_table_name=self.full_table_name, - schema=self.conform_schema(self.schema), - sync_id=sync_id, - file_format=file_format, - ) - self.logger.info(f"Merging batch with SQL: {merge_statement}") - self.connector.connection.execute(merge_statement, **kwargs) + if self.key_properties: + merge_statement, kwargs = self._get_merge_statement( + full_table_name=self.full_table_name, + schema=self.conform_schema(self.schema), + sync_id=sync_id, + file_format=file_format, + ) + self.logger.info(f"Merging batch with SQL: {merge_statement}") + self.connector.connection.execute(merge_statement, **kwargs) + else: + column_selections = [ + f"$1:{property_name}::{self.connector.to_sql_type(property_def)} as {property_name.upper()}" + for property_name, property_def in self.schema["properties"].items() + ] + sql = f"COPY INTO {self.full_table_name} FROM " \ + f"(select {', '.join(column_selections)} from '@~/target-snowflake/{sync_id}')" \ + f"FILE_FORMAT = (format_name='{file_format}')" + self.connector.connection.execute(sql, **kwargs) + finally: # clean up file format self.logger.debug("Cleaning up after batch processing") @@ -340,6 +380,7 @@ def bulk_insert_records( stream_name=self.stream_name, record=rcd, schema=schema, + level="RECURSIVE", logger=self.logger, ) for rcd in records @@ -371,7 +412,7 @@ def get_batches( A tuple of (encoding, manifest) for each batch. """ sync_id = f"target-snowflake--{self.stream_name}-{uuid4()}" - prefix = batch_config.storage.prefix or "" + prefix = batch_config.storage.prefix if batch_config else "" file_urls = [] for i, chunk in enumerate( lazy_chunked_generator( From 3ecc50aa01b767c0083eeae444c9b0a5dde4112e Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Wed, 31 May 2023 16:54:29 -0400 Subject: [PATCH 2/9] refactor into _get_copy_statement method --- target_snowflake/sinks.py | 35 ++++++++++++++++++++++++++--------- 1 file changed, 26 insertions(+), 9 deletions(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index e0d6e72..7b26c3d 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -273,6 +273,23 @@ def _get_merge_statement(self, full_table_name, schema, sync_id, file_format): {}, ) + def _get_copy_statement(self, full_table_name, schema, sync_id, file_format): + """Get Snowflake COPY statement.""" + # convert from case in JSON to UPPER column name + column_selections = [ + f"$1:{property_name}::{self.connector.to_sql_type(property_def)} as {property_name.upper()}" + for property_name, property_def in schema["properties"].items() + ] + return ( + text( + f"copy into {full_table_name} from " + + f"(select {', '.join(column_selections)} from " + + f"'@~/target-snowflake/{sync_id}')" + + f"file_format = (format_name='{file_format}')" + ), + {}, + ) + def _get_file_format_statement(self, file_format): return ( text( @@ -316,8 +333,8 @@ def process_batch_files( ) self.logger.debug(f"Creating file format with SQL: {file_format_statement}") self.connector.connection.execute(file_format_statement, **kwargs) - # merge into destination table if self.key_properties: + # merge into destination table merge_statement, kwargs = self._get_merge_statement( full_table_name=self.full_table_name, schema=self.conform_schema(self.schema), @@ -327,14 +344,14 @@ def process_batch_files( self.logger.info(f"Merging batch with SQL: {merge_statement}") self.connector.connection.execute(merge_statement, **kwargs) else: - column_selections = [ - f"$1:{property_name}::{self.connector.to_sql_type(property_def)} as {property_name.upper()}" - for property_name, property_def in self.schema["properties"].items() - ] - sql = f"COPY INTO {self.full_table_name} FROM " \ - f"(select {', '.join(column_selections)} from '@~/target-snowflake/{sync_id}')" \ - f"FILE_FORMAT = (format_name='{file_format}')" - self.connector.connection.execute(sql, **kwargs) + copy_statement, kwargs = self._get_merge_statement( + full_table_name=self.full_table_name, + schema=self.conform_schema(self.schema), + sync_id=sync_id, + file_format=file_format, + ) + self.logger.info(f"Copying batch with SQL: {copy_statement}") + self.connector.connection.execute(copy_statement, **kwargs) finally: # clean up file format From 12988b5c19b1aef424b4fb66dd8eac1e3ddd7a28 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Wed, 31 May 2023 17:05:40 -0400 Subject: [PATCH 3/9] remove private override now that SDK allows alter override method --- target_snowflake/sinks.py | 67 +++++++++++---------------------------- 1 file changed, 18 insertions(+), 49 deletions(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index 7b26c3d..66b4ad1 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -122,60 +122,29 @@ def create_sqlalchemy_engine(self) -> sqlalchemy.engine.Engine: echo=False, ) - def _adapt_column_type( - self, - full_table_name: str, - column_name: str, - sql_type: sqlalchemy.types.TypeEngine, - ) -> None: - """Adapt table column type to support the new JSON schema type. + @staticmethod + def get_column_alter_ddl( + table_name: str, column_name: str, column_type: sqlalchemy.types.TypeEngine + ) -> sqlalchemy.DDL: + """Get the alter column DDL statement. - Overridden here as Snowflake ALTER syntax for columns is different than that implemented in the SDK - https://docs.snowflake.com/en/sql-reference/sql/alter-table-column.html - TODO: update once https://github.com/meltano/sdk/pull/1114 merges + Override this if your database uses a different syntax for altering columns. Args: - full_table_name: The target table name. - column_name: The target column name. - sql_type: The new SQLAlchemy type. + table_name: Fully qualified table name of column to alter. + column_name: Column name to alter. + column_type: New column type string. - Raises: - NotImplementedError: if altering columns is not supported. + Returns: + A sqlalchemy DDL instance. """ - current_type: sqlalchemy.types.TypeEngine = self._get_column_type( - full_table_name, column_name - ) - - # Check if the existing column type and the sql type are the same - if str(sql_type) == str(current_type): - # The current column and sql type are the same - # Nothing to do - return - - # Not the same type, generic type or compatible types - # calling merge_sql_types for assistnace - compatible_sql_type = self.merge_sql_types([current_type, sql_type]) - - if str(compatible_sql_type) == str(current_type): - # Nothing to do - return - - if not self.allow_column_alter: - raise NotImplementedError( - "Altering columns is not supported. " - f"Could not convert column '{full_table_name}.{column_name}' " - f"from '{current_type}' to '{compatible_sql_type}'." - ) - - self.connection.execute( - sqlalchemy.DDL( - "ALTER TABLE %(table)s ALTER COLUMN %(col_name)s SET DATA TYPE %(col_type)s", - { - "table": full_table_name, - "col_name": column_name, - "col_type": compatible_sql_type, - }, - ) + return sqlalchemy.DDL( + "ALTER TABLE %(table_name)s ALTER COLUMN %(column_name)s SET DATA TYPE %(column_type)s", + { + "table": table_name, + "col_name": column_name, + "col_type": column_type, + }, ) @staticmethod From 599b4d2db6b7973eecd057247fbb4d90fb3bbb67 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Wed, 31 May 2023 17:43:12 -0400 Subject: [PATCH 4/9] fix ddl override and add batch config default --- target_snowflake/sinks.py | 29 ++++++++++++++++++++++++----- 1 file changed, 24 insertions(+), 5 deletions(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index 66b4ad1..ecf0b8c 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -4,8 +4,8 @@ import gzip import json import os -from operator import contains, eq, truth -from typing import Any, Dict, Iterable, Mapping, Optional, Sequence, Tuple, cast +from operator import contains, eq +from typing import Any, Dict, Iterable, Optional, Sequence, Tuple, cast from urllib.parse import urlparse from uuid import uuid4 @@ -20,6 +20,15 @@ from snowflake.sqlalchemy import URL from sqlalchemy.sql import text +DEFAULT_BATCH_CONFIG = { + "encoding": { + "format": "jsonl", + "compression": "gzip" + }, + "storage": { + "root": "file://" + } +} class TypeMap: def __init__(self, operator, map_value, match_value=None): @@ -141,9 +150,9 @@ def get_column_alter_ddl( return sqlalchemy.DDL( "ALTER TABLE %(table_name)s ALTER COLUMN %(column_name)s SET DATA TYPE %(column_type)s", { - "table": table_name, - "col_name": column_name, - "col_type": column_type, + "table_name": table_name, + "column_name": column_name, + "column_type": column_type, }, ) @@ -191,6 +200,16 @@ class SnowflakeSink(SQLSink): connector_class = SnowflakeConnector + @property + def batch_config(self) -> BatchConfig | None: + """Get batch configuration. + + Returns: + A frozen (read-only) config dictionary map. + """ + raw = self.config.get("batch_config") + return BatchConfig.from_dict(raw) if raw else DEFAULT_BATCH_CONFIG + @property def schema_name(self) -> Optional[str]: schema = super().schema_name or self.config.get("schema") From a0d41e6930dc62564f8fd66dbc6f295448bbf871 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Wed, 31 May 2023 18:12:04 -0400 Subject: [PATCH 5/9] bug fixes --- target_snowflake/sinks.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index ecf0b8c..515b878 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -207,8 +207,8 @@ def batch_config(self) -> BatchConfig | None: Returns: A frozen (read-only) config dictionary map. """ - raw = self.config.get("batch_config") - return BatchConfig.from_dict(raw) if raw else DEFAULT_BATCH_CONFIG + raw = self.config.get("batch_config", DEFAULT_BATCH_CONFIG) + return BatchConfig.from_dict(raw) @property def schema_name(self) -> Optional[str]: @@ -332,7 +332,7 @@ def process_batch_files( self.logger.info(f"Merging batch with SQL: {merge_statement}") self.connector.connection.execute(merge_statement, **kwargs) else: - copy_statement, kwargs = self._get_merge_statement( + copy_statement, kwargs = self._get_copy_statement( full_table_name=self.full_table_name, schema=self.conform_schema(self.schema), sync_id=sync_id, From b443c3ccb18fff5c4460a8097f2096d3718fba98 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Thu, 1 Jun 2023 17:40:55 -0400 Subject: [PATCH 6/9] bump sdk to 0.27.0 --- poetry.lock | 1479 ++++++++++++++++++++++++------------------------ pyproject.toml | 2 +- 2 files changed, 748 insertions(+), 733 deletions(-) diff --git a/poetry.lock b/poetry.lock index 1971d7a..86e4140 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,5 +1,3 @@ -# This file is automatically @generated by Poetry and should not be changed by hand. - [[package]] name = "appdirs" version = "1.4.4" @@ -7,10 +5,6 @@ description = "A small Python module for determining appropriate platform-specif category = "main" optional = false python-versions = "*" -files = [ - {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"}, - {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"}, -] [[package]] name = "asn1crypto" @@ -19,10 +13,6 @@ description = "Fast ASN.1 parser and serializer with definitions for private key category = "main" optional = false python-versions = "*" -files = [ - {file = "asn1crypto-1.5.1-py2.py3-none-any.whl", hash = "sha256:db4e40728b728508912cbb3d44f19ce188f218e9eba635821bb4b68564f8fd67"}, - {file = "asn1crypto-1.5.1.tar.gz", hash = "sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c"}, -] [[package]] name = "atomicwrites" @@ -31,9 +21,6 @@ description = "Atomic file writes." category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" -files = [ - 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+16,8 @@ packages = [ [tool.poetry.dependencies] python = "<3.11,>=3.7.1" requests = "^2.25.1" -singer-sdk = "0.17.0" snowflake-sqlalchemy = "^1.4.1" +singer-sdk = "^0.27.0" [tool.poetry.dev-dependencies] pytest = "^6.2.5" From 69c099b94814c5d07c6da3490e383e44a7e3c807 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Thu, 1 Jun 2023 17:43:33 -0400 Subject: [PATCH 7/9] refactors based on sdk changes --- target_snowflake/sinks.py | 20 +++++++++++++------- 1 file changed, 13 insertions(+), 7 deletions(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index 515b878..7410827 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -12,12 +12,13 @@ import snowflake.sqlalchemy.custom_types as sct import sqlalchemy from singer_sdk import typing as th +from singer_sdk.batch import lazy_chunked_generator from singer_sdk.connectors import SQLConnector from singer_sdk.helpers._batch import BaseBatchFileEncoding, BatchConfig from singer_sdk.helpers._typing import conform_record_data_types from singer_sdk.sinks import SQLSink -from singer_sdk.streams.core import lazy_chunked_generator from snowflake.sqlalchemy import URL +from sqlalchemy.engine import Engine from sqlalchemy.sql import text DEFAULT_BATCH_CONFIG = { @@ -112,17 +113,22 @@ def get_sqlalchemy_url(self, config: dict) -> str: return URL(**params) - def create_sqlalchemy_engine(self) -> sqlalchemy.engine.Engine: - """Return a new SQLAlchemy engine using the provided config. + def create_engine(self) -> Engine: + """Creates and returns a new engine. Do not call outside of _engine. - Developers can generally override just one of the following: - `sqlalchemy_engine`, sqlalchemy_url`. + NOTE: Do not call this method. The only place that this method should + be called is inside the self._engine method. If you'd like to access + the engine on a connector, use self._engine. + + This method exists solely so that tap/target developers can override it + on their subclass of SQLConnector to perform custom engine creation + logic. Returns: - A newly created SQLAlchemy engine object. + A new SQLAlchemy Engine. """ return sqlalchemy.create_engine( - url=self.sqlalchemy_url, + self.sqlalchemy_url, connect_args={ "session_parameters": { "QUOTED_IDENTIFIERS_IGNORE_CASE": "TRUE", From c8643d37e15946dd5f1964338753cafcb5bf3561 Mon Sep 17 00:00:00 2001 From: pnadolny13 Date: Thu, 1 Jun 2023 17:48:31 -0400 Subject: [PATCH 8/9] revert change to accessing prefix from batch_config now that theres a default --- target_snowflake/sinks.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/target_snowflake/sinks.py b/target_snowflake/sinks.py index 7410827..d1d6947 100644 --- a/target_snowflake/sinks.py +++ b/target_snowflake/sinks.py @@ -423,7 +423,7 @@ def get_batches( A tuple of (encoding, manifest) for each batch. """ sync_id = f"target-snowflake--{self.stream_name}-{uuid4()}" - prefix = batch_config.storage.prefix if batch_config else "" + prefix = batch_config.storage.prefix or "" file_urls = [] for i, chunk in enumerate( lazy_chunked_generator( From 644e14f09ea91a003a7c40357a20e9180f43a20f Mon Sep 17 00:00:00 2001 From: Pat Nadolny Date: Fri, 2 Jun 2023 08:45:48 -0400 Subject: [PATCH 9/9] Update pyproject.toml Co-authored-by: Edgar R. M. --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 0c26fc8..60873d4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,7 +17,7 @@ packages = [ python = "<3.11,>=3.7.1" requests = "^2.25.1" snowflake-sqlalchemy = "^1.4.1" -singer-sdk = "^0.27.0" +singer-sdk = "0.27.0" [tool.poetry.dev-dependencies] pytest = "^6.2.5"