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Create a generic operator SqlToS3Operator and deprecate the MySqlToS3Operator. #20807
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0b4acd8
Sql to s3 operator
mariotaddeucci 4e5efdb
update sql_to_s3.py
mariotaddeucci 06a597a
Ignore deprecation warning on mysql to s3 test
mariotaddeucci bd97377
Update test_mysql_to_s3.py
mariotaddeucci 1b37e13
Add deprecation warning on MySQLToS3Operator constructor
mariotaddeucci e4f403d
Merge branch 'main' into sql-to-s3
mariotaddeucci d62f676
Merge branch 'apache:main' into sql-to-s3
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,173 @@ | ||
| # | ||
| # Licensed to the Apache Software Foundation (ASF) under one | ||
| # or more contributor license agreements. See the NOTICE file | ||
| # distributed with this work for additional information | ||
| # regarding copyright ownership. The ASF licenses this file | ||
| # to you under the Apache License, Version 2.0 (the | ||
| # "License"); you may not use this file except in compliance | ||
| # with the License. You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, | ||
| # software distributed under the License is distributed on an | ||
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
| # KIND, either express or implied. See the License for the | ||
| # specific language governing permissions and limitations | ||
| # under the License. | ||
|
|
||
| from collections import namedtuple | ||
| from enum import Enum | ||
| from tempfile import NamedTemporaryFile | ||
| from typing import TYPE_CHECKING, Iterable, Mapping, Optional, Sequence, Union | ||
|
|
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| import numpy as np | ||
| import pandas as pd | ||
| from typing_extensions import Literal | ||
|
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| from airflow.exceptions import AirflowException | ||
| from airflow.hooks.base import BaseHook | ||
| from airflow.hooks.dbapi import DbApiHook | ||
| from airflow.models import BaseOperator | ||
| from airflow.providers.amazon.aws.hooks.s3 import S3Hook | ||
|
|
||
| if TYPE_CHECKING: | ||
| from airflow.utils.context import Context | ||
|
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|
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| FILE_FORMAT = Enum( | ||
| "FILE_FORMAT", | ||
| "CSV, PARQUET", | ||
| ) | ||
|
|
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| FileOptions = namedtuple('FileOptions', ['mode', 'suffix']) | ||
|
|
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| FILE_OPTIONS_MAP = { | ||
| FILE_FORMAT.CSV: FileOptions('r+', '.csv'), | ||
| FILE_FORMAT.PARQUET: FileOptions('rb+', '.parquet'), | ||
| } | ||
|
|
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|
|
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| class SqlToS3Operator(BaseOperator): | ||
| """ | ||
| Saves data from an specific SQL query into a file in S3. | ||
|
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| :param query: the sql query to be executed. If you want to execute a file, place the absolute path of it, | ||
| ending with .sql extension. (templated) | ||
| :type query: str | ||
| :param s3_bucket: bucket where the data will be stored. (templated) | ||
| :type s3_bucket: str | ||
| :param s3_key: desired key for the file. It includes the name of the file. (templated) | ||
| :type s3_key: str | ||
| :param replace: whether or not to replace the file in S3 if it previously existed | ||
| :type replace: bool | ||
| :param sql_conn_id: reference to a specific database. | ||
| :type sql_conn_id: str | ||
| :param parameters: (optional) the parameters to render the SQL query with. | ||
| :type parameters: dict or iterable | ||
| :param aws_conn_id: reference to a specific S3 connection | ||
| :type aws_conn_id: str | ||
| :param verify: Whether or not to verify SSL certificates for S3 connection. | ||
| By default SSL certificates are verified. | ||
| You can provide the following values: | ||
|
|
||
| - ``False``: do not validate SSL certificates. SSL will still be used | ||
| (unless use_ssl is False), but SSL certificates will not be verified. | ||
| - ``path/to/cert/bundle.pem``: A filename of the CA cert bundle to uses. | ||
| You can specify this argument if you want to use a different | ||
| CA cert bundle than the one used by botocore. | ||
| :type verify: bool or str | ||
| :param file_format: the destination file format, only string 'csv' or 'parquet' is accepted. | ||
| :type file_format: str | ||
| :param pd_kwargs: arguments to include in ``DataFrame.to_parquet()`` or ``DataFrame.to_csv()``. | ||
| :type pd_kwargs: dict | ||
| """ | ||
|
|
||
| template_fields: Sequence[str] = ( | ||
| 's3_bucket', | ||
| 's3_key', | ||
| 'query', | ||
| ) | ||
| template_ext: Sequence[str] = ('.sql',) | ||
| template_fields_renderers = { | ||
| "query": "sql", | ||
| "pd_csv_kwargs": "json", | ||
| "pd_kwargs": "json", | ||
| } | ||
|
|
||
| def __init__( | ||
| self, | ||
| *, | ||
| query: str, | ||
| s3_bucket: str, | ||
| s3_key: str, | ||
| sql_conn_id: str, | ||
| parameters: Union[None, Mapping, Iterable] = None, | ||
| replace: bool = False, | ||
| aws_conn_id: str = 'aws_default', | ||
| verify: Optional[Union[bool, str]] = None, | ||
| file_format: Literal['csv', 'parquet'] = 'csv', | ||
| pd_kwargs: Optional[dict] = None, | ||
| **kwargs, | ||
| ) -> None: | ||
| super().__init__(**kwargs) | ||
| self.query = query | ||
| self.s3_bucket = s3_bucket | ||
| self.s3_key = s3_key | ||
| self.sql_conn_id = sql_conn_id | ||
| self.aws_conn_id = aws_conn_id | ||
| self.verify = verify | ||
| self.replace = replace | ||
| self.pd_kwargs = pd_kwargs or {} | ||
| self.parameters = parameters | ||
|
|
||
| if file_format == "csv": | ||
| self.file_format = FILE_FORMAT.CSV | ||
| if "path_or_buf" in self.pd_kwargs: | ||
| raise AirflowException('The argument path_or_buf is not allowed, please remove it') | ||
| elif file_format == "parquet": | ||
| self.file_format = FILE_FORMAT.PARQUET | ||
| else: | ||
| raise AirflowException(f"The argument file_format doesn't support {file_format} value.") | ||
|
|
||
| @staticmethod | ||
| def _fix_int_dtypes(df: pd.DataFrame) -> None: | ||
| """Mutate DataFrame to set dtypes for int columns containing NaN values.""" | ||
| for col in df: | ||
| if "float" in df[col].dtype.name and df[col].hasnans: | ||
| # inspect values to determine if dtype of non-null values is int or float | ||
| notna_series = df[col].dropna().values | ||
| if np.isclose(notna_series, notna_series.astype(int)).all(): | ||
| # set to dtype that retains integers and supports NaNs | ||
| df[col] = np.where(df[col].isnull(), None, df[col]) | ||
| df[col] = df[col].astype(pd.Int64Dtype()) | ||
|
|
||
| def execute(self, context: 'Context') -> None: | ||
| sql_hook = self._get_hook() | ||
| s3_conn = S3Hook(aws_conn_id=self.aws_conn_id, verify=self.verify) | ||
| data_df = sql_hook.get_pandas_df(sql=self.query, parameters=self.parameters) | ||
| self.log.info("Data from SQL obtained") | ||
|
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| self._fix_int_dtypes(data_df) | ||
| file_options = FILE_OPTIONS_MAP[self.file_format] | ||
|
|
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| with NamedTemporaryFile(mode=file_options.mode, suffix=file_options.suffix) as tmp_file: | ||
|
|
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| if self.file_format == FILE_FORMAT.CSV: | ||
| data_df.to_csv(tmp_file.name, **self.pd_kwargs) | ||
| else: | ||
| data_df.to_parquet(tmp_file.name, **self.pd_kwargs) | ||
|
|
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| s3_conn.load_file( | ||
| filename=tmp_file.name, key=self.s3_key, bucket_name=self.s3_bucket, replace=self.replace | ||
| ) | ||
|
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| def _get_hook(self) -> DbApiHook: | ||
| self.log.debug("Get connection for %s", self.sql_conn_id) | ||
| conn = BaseHook.get_connection(self.sql_conn_id) | ||
| hook = conn.get_hook() | ||
| if not callable(getattr(hook, 'get_pandas_df', None)): | ||
| raise AirflowException( | ||
| "This hook is not supported. The hook class must have get_pandas_df method." | ||
| ) | ||
| return hook | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
|
|
@@ -10,7 +10,6 @@ | |
| "google", | ||
| "imap", | ||
| "mongo", | ||
| "mysql", | ||
| "salesforce", | ||
| "ssh" | ||
| ], | ||
|
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||
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