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@@ -84,5 +84,8 @@ | |
], | ||
"snowflake": [ | ||
"slack" | ||
], | ||
"trino": [ | ||
"google" | ||
] | ||
} |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. |
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airflow/providers/trino/example_dags/example_gcs_to_trino.py
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
""" | ||
Example DAG using GCSToTrinoOperator. | ||
""" | ||
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import os | ||
from datetime import datetime | ||
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from airflow import models | ||
from airflow.providers.trino.transfers.gcs_to_trino import GCSToTrinoOperator | ||
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BUCKET = os.environ.get("GCP_GCS_BUCKET", "test28397yeo") | ||
PATH_TO_FILE = os.environ.get("GCP_PATH", "path/to/file") | ||
TRINO_TABLE = os.environ.get("TRINO_TABLE", "test_table") | ||
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with models.DAG( | ||
dag_id="example_gcs_to_trino", | ||
schedule_interval='@once', # Override to match your needs | ||
start_date=datetime(2022, 1, 1), | ||
catchup=False, | ||
tags=["example"], | ||
) as dag: | ||
# [START gcs_csv_to_trino_table] | ||
gcs_csv_to_trino_table = GCSToTrinoOperator( | ||
task_id="gcs_csv_to_trino_table", | ||
source_bucket=BUCKET, | ||
source_object=PATH_TO_FILE, | ||
trino_table=TRINO_TABLE, | ||
) | ||
# [END gcs_csv_to_trino_table] |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
"""This module contains Google Cloud Storage to Trino operator.""" | ||
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import csv | ||
import json | ||
from tempfile import NamedTemporaryFile | ||
from typing import TYPE_CHECKING, Iterable, Optional, Sequence, Union | ||
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from airflow.models import BaseOperator | ||
from airflow.providers.google.cloud.hooks.gcs import GCSHook | ||
from airflow.providers.trino.hooks.trino import TrinoHook | ||
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if TYPE_CHECKING: | ||
from airflow.utils.context import Context | ||
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class GCSToTrinoOperator(BaseOperator): | ||
""" | ||
Loads a csv file from Google Cloud Storage into a Trino table. | ||
Assumptions: | ||
1. CSV file should not have headers | ||
2. Trino table with requisite columns is already created | ||
3. Optionally, a separate JSON file with headers can be provided | ||
:param source_bucket: Source GCS bucket that contains the csv | ||
:param source_object: csv file including the path | ||
:param trino_table: trino table to upload the data | ||
:param trino_conn_id: destination trino connection | ||
:param gcp_conn_id: (Optional) The connection ID used to connect to Google Cloud and | ||
interact with the Google Cloud Storage service. | ||
:param schema_fields: The names of the columns to fill in the table. If schema_fields is | ||
provided, any path provided in the schema object will be | ||
:param schema_object: JSON file with schema fields | ||
:param delegate_to: The account to impersonate using domain-wide delegation of authority, | ||
if any. For this to work, the service account making the request must have | ||
domain-wide delegation enabled. | ||
:param impersonation_chain: Optional service account to impersonate using short-term | ||
credentials, or chained list of accounts required to get the access_token | ||
of the last account in the list, which will be impersonated in the request. | ||
If set as a string, the account must grant the originating account | ||
the Service Account Token Creator IAM role. | ||
If set as a sequence, the identities from the list must grant | ||
Service Account Token Creator IAM role to the directly preceding identity, with first | ||
account from the list granting this role to the originating account. | ||
""" | ||
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template_fields: Sequence[str] = ( | ||
'source_bucket', | ||
'source_object', | ||
'trino_table', | ||
) | ||
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def __init__( | ||
self, | ||
*, | ||
source_bucket: str, | ||
source_object: str, | ||
trino_table: str, | ||
trino_conn_id: str = "trino_default", | ||
gcp_conn_id: str = "google_cloud_default", | ||
schema_fields: Optional[Iterable[str]] = None, | ||
schema_object: Optional[str] = None, | ||
delegate_to: Optional[str] = None, | ||
impersonation_chain: Optional[Union[str, Sequence[str]]] = None, | ||
**kwargs, | ||
) -> None: | ||
super().__init__(**kwargs) | ||
self.source_bucket = source_bucket | ||
self.source_object = source_object | ||
self.trino_table = trino_table | ||
self.trino_conn_id = trino_conn_id | ||
self.gcp_conn_id = gcp_conn_id | ||
self.schema_fields = schema_fields | ||
self.schema_object = schema_object | ||
self.delegate_to = delegate_to | ||
self.impersonation_chain = impersonation_chain | ||
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def execute(self, context: 'Context') -> None: | ||
gcs_hook = GCSHook( | ||
gcp_conn_id=self.gcp_conn_id, | ||
delegate_to=self.delegate_to, | ||
impersonation_chain=self.impersonation_chain, | ||
) | ||
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trino_hook = TrinoHook(trino_conn_id=self.trino_conn_id) | ||
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with NamedTemporaryFile("w+") as temp_file: | ||
self.log.info("Downloading data from %s", self.source_object) | ||
gcs_hook.download( | ||
bucket_name=self.source_bucket, | ||
object_name=self.source_object, | ||
filename=temp_file.name, | ||
) | ||
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data = csv.reader(temp_file) | ||
rows = (tuple(row) for row in data) | ||
self.log.info("Inserting data into %s", self.trino_table) | ||
if self.schema_fields: | ||
trino_hook.insert_rows(table=self.trino_table, rows=rows, target_fields=self.schema_fields) | ||
elif self.schema_object: | ||
blob = gcs_hook.download( | ||
bucket_name=self.source_bucket, | ||
object_name=self.schema_object, | ||
) | ||
schema_fields = json.loads(blob.decode("utf-8")) | ||
trino_hook.insert_rows(table=self.trino_table, rows=rows, target_fields=schema_fields) | ||
else: | ||
trino_hook.insert_rows(table=self.trino_table, rows=rows) |
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52
docs/apache-airflow-providers-trino/operators/transfer/gcs_to_trino.rst
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.. Licensed to the Apache Software Foundation (ASF) under one | ||
or more contributor license agreements. See the NOTICE file | ||
distributed with this work for additional information | ||
regarding copyright ownership. The ASF licenses this file | ||
to you under the Apache License, Version 2.0 (the | ||
"License"); you may not use this file except in compliance | ||
with the License. You may obtain a copy of the License at | ||
.. http://www.apache.org/licenses/LICENSE-2.0 | ||
.. Unless required by applicable law or agreed to in writing, | ||
software distributed under the License is distributed on an | ||
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
KIND, either express or implied. See the License for the | ||
specific language governing permissions and limitations | ||
under the License. | ||
Google Cloud Storage to Trino Transfer Operator | ||
=============================================== | ||
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Google has a service `Google Cloud Storage <https://cloud.google.com/storage/>`__. This service is | ||
used to store large data from various applications. | ||
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`Trino <https://trino.io/>`__ is an open source, fast, distributed SQL query engine for running interactive | ||
analytic queries against data sources of all sizes ranging from gigabytes to petabytes. Trino allows | ||
querying data where it lives, including Hive, Cassandra, relational databases or even proprietary data stores. | ||
A single Trino query can combine data from multiple sources, allowing for analytics across your entire | ||
organization. | ||
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Prerequisite Tasks | ||
^^^^^^^^^^^^^^^^^^ | ||
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.. include::/operators/_partials/prerequisite_tasks.rst | ||
.. _howto/operator:GCSToPresto: | ||
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Load CSV from GCS to Trino Table | ||
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | ||
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To load a CSV file from Google Cloud Storage to a Trino table you can use the | ||
:class:`~airflow.providers.trino.transfers.gcs_to_trino.GCSToTrinoOperator`. | ||
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This operator assumes that CSV does not have headers and the data is corresponding to the columns in a | ||
pre-existing presto table. Optionally, you can provide schema as tuple/list of strings or as a path to a | ||
JSON file in the same bucket as the CSV file. | ||
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.. exampleinclude:: /../../airflow/providers/trino/example_dags/example_gcs_to_trino.py | ||
:language: python | ||
:dedent: 4 | ||
:start-after: [START gcs_csv_to_trino_table] | ||
:end-before: [END gcs_csv_to_trino_table] |
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. |
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