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# Flytekit BigQuery Plugin | ||
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BigQuery enables us to build data-intensive applications without operational burden. Flyte backend can be connected with the BigQuery service. Once enabled, it can allow you to query a BigQuery table. | ||
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To install the plugin, run the following command: | ||
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```bash | ||
pip install flytekitplugins-bigquery | ||
``` | ||
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To configure BigQuery in the Flyte deployment's backend, follow the [configuration guide](https://docs.flyte.org/en/latest/deployment/plugin_setup/gcp/bigquery.html#deployment-plugin-setup-gcp-bigquery). | ||
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TODO: Add example | ||
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An [example]() showcasing BigQuery service can be found in the documentation. |
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from .task import BigQueryConfig, BigQueryTask |
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plugins/flytekit-bigquery/flytekitplugins/bigquery/task.py
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from dataclasses import dataclass | ||
from typing import Any, Dict, Optional, Type | ||
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from google.cloud import bigquery | ||
from google.protobuf.struct_pb2 import Struct | ||
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from flytekit.extend import SerializationSettings, SQLTask | ||
from flytekit.models import task as _task_model | ||
from flytekit.types.schema import FlyteSchema | ||
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@dataclass | ||
class BigQueryConfig(object): | ||
""" | ||
BigQueryConfig should be used to configure a BigQuery Task. | ||
""" | ||
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Location: Optional[str] | ||
ProjectID: Optional[str] | ||
QueryJobConfig: Optional[bigquery.QueryJobConfig] = None | ||
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class BigQueryTask(SQLTask[BigQueryConfig]): | ||
""" | ||
This is the simplest form of a BigQuery Task, that can be used even for tasks that do not produce any output. | ||
""" | ||
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# This task is executed using the BigQuery handler in the backend. | ||
_TASK_TYPE = "bigquery_query_job_task" | ||
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def __init__( | ||
self, | ||
name: str, | ||
query_template: str, | ||
task_config: Optional[BigQueryConfig], | ||
inputs: Optional[Dict[str, Type]] = None, | ||
output_schema_type: Optional[Type[FlyteSchema]] = None, | ||
**kwargs, | ||
): | ||
""" | ||
To be used to query BigQuery Tables. | ||
:param name: Name of this task, should be unique in the project | ||
:param query_template: The actual query to run. We use Flyte's Golang templating format for Query templating. | ||
Refer to the templating documentation | ||
:param task_config: BigQueryConfig object | ||
:param inputs: Name and type of inputs specified as an ordered dictionary | ||
:param output_schema_type: If some data is produced by this query, then you can specify the output schema type | ||
:param kwargs: All other args required by Parent type - SQLTask | ||
""" | ||
outputs = None | ||
if output_schema_type is not None: | ||
outputs = { | ||
"results": output_schema_type, | ||
} | ||
super().__init__( | ||
name=name, | ||
task_config=task_config, | ||
query_template=query_template, | ||
inputs=inputs, | ||
outputs=outputs, | ||
task_type=self._TASK_TYPE, | ||
**kwargs, | ||
) | ||
self._output_schema_type = output_schema_type | ||
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def get_custom(self, settings: SerializationSettings) -> Dict[str, Any]: | ||
config: dict = self.task_config.QueryJobConfig.to_api_repr()["query"] | ||
config.update( | ||
{ | ||
"Location": self.task_config.Location, | ||
"ProjectID": self.task_config.ProjectID, | ||
} | ||
) | ||
s = Struct() | ||
s.update(config) | ||
return s | ||
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def get_sql(self, settings: SerializationSettings) -> Optional[_task_model.Sql]: | ||
sql = _task_model.Sql(statement=self.query_template, dialect=_task_model.Sql.Dialect.ANSI) | ||
return sql |
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. | ||
-e file:.#egg=flytekitplugins-bigquery |
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# | ||
# This file is autogenerated by pip-compile with python 3.9 | ||
# To update, run: | ||
# | ||
# pip-compile requirements.in | ||
# | ||
-e file:.#egg=flytekitplugins-bigquery | ||
# via -r requirements.in | ||
arrow==1.2.1 | ||
# via jinja2-time | ||
binaryornot==0.4.4 | ||
# via cookiecutter | ||
certifi==2021.10.8 | ||
# via requests | ||
chardet==4.0.0 | ||
# via binaryornot | ||
charset-normalizer==2.0.7 | ||
# via requests | ||
checksumdir==1.2.0 | ||
# via flytekit | ||
click==7.1.2 | ||
# via | ||
# cookiecutter | ||
# flytekit | ||
cloudpickle==2.0.0 | ||
# via flytekit | ||
cookiecutter==1.7.3 | ||
# via flytekit | ||
croniter==1.0.15 | ||
# via flytekit | ||
dataclasses-json==0.5.6 | ||
# via flytekit | ||
decorator==5.1.0 | ||
# via retry | ||
deprecated==1.2.13 | ||
# via flytekit | ||
diskcache==5.2.1 | ||
# via flytekit | ||
docker-image-py==0.1.12 | ||
# via flytekit | ||
docstring-parser==0.12 | ||
# via flytekit | ||
flyteidl==0.21.8 | ||
# via flytekit | ||
flytekit==0.24.0 | ||
# via flytekitplugins-bigquery | ||
grpcio==1.41.1 | ||
# via flytekit | ||
idna==3.3 | ||
# via requests | ||
importlib-metadata==4.8.2 | ||
# via keyring | ||
jinja2==3.0.3 | ||
# via | ||
# cookiecutter | ||
# jinja2-time | ||
jinja2-time==0.2.0 | ||
# via cookiecutter | ||
keyring==23.2.1 | ||
# via flytekit | ||
markupsafe==2.0.1 | ||
# via jinja2 | ||
marshmallow==3.14.0 | ||
# via | ||
# dataclasses-json | ||
# marshmallow-enum | ||
# marshmallow-jsonschema | ||
marshmallow-enum==1.5.1 | ||
# via dataclasses-json | ||
marshmallow-jsonschema==0.13.0 | ||
# via flytekit | ||
mypy-extensions==0.4.3 | ||
# via typing-inspect | ||
natsort==8.0.0 | ||
# via flytekit | ||
numpy==1.21.4 | ||
# via | ||
# pandas | ||
# pyarrow | ||
pandas==1.3.4 | ||
# via flytekit | ||
poyo==0.5.0 | ||
# via cookiecutter | ||
protobuf==3.19.1 | ||
# via | ||
# flyteidl | ||
# flytekit | ||
py==1.11.0 | ||
# via retry | ||
pyarrow==6.0.0 | ||
# via flytekit | ||
python-dateutil==2.8.1 | ||
# via | ||
# arrow | ||
# croniter | ||
# flytekit | ||
# pandas | ||
python-json-logger==2.0.2 | ||
# via flytekit | ||
python-slugify==5.0.2 | ||
# via cookiecutter | ||
pytimeparse==1.1.8 | ||
# via flytekit | ||
pytz==2018.4 | ||
# via | ||
# flytekit | ||
# pandas | ||
regex==2021.11.10 | ||
# via docker-image-py | ||
requests==2.26.0 | ||
# via | ||
# cookiecutter | ||
# flytekit | ||
# responses | ||
responses==0.15.0 | ||
# via flytekit | ||
retry==0.9.2 | ||
# via flytekit | ||
six==1.16.0 | ||
# via | ||
# cookiecutter | ||
# flytekit | ||
# grpcio | ||
# python-dateutil | ||
# responses | ||
sortedcontainers==2.4.0 | ||
# via flytekit | ||
statsd==3.3.0 | ||
# via flytekit | ||
text-unidecode==1.3 | ||
# via python-slugify | ||
typing-extensions==3.10.0.2 | ||
# via typing-inspect | ||
typing-inspect==0.7.1 | ||
# via dataclasses-json | ||
urllib3==1.26.7 | ||
# via | ||
# flytekit | ||
# requests | ||
# responses | ||
wheel==0.37.0 | ||
# via flytekit | ||
wrapt==1.13.3 | ||
# via | ||
# deprecated | ||
# flytekit | ||
zipp==3.6.0 | ||
# via importlib-metadata |
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from setuptools import setup | ||
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PLUGIN_NAME = "bigquery" | ||
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microlib_name = f"flytekitplugins-{PLUGIN_NAME}" | ||
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plugin_requires = ["flytekit>=v0.23.0b0,<1.0.0"] | ||
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__version__ = "0.0.0+develop" | ||
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setup( | ||
name=microlib_name, | ||
version=__version__, | ||
author="flyteorg", | ||
author_email="[email protected]", | ||
description="This package holds the Bigquery plugins for flytekit", | ||
namespace_packages=["flytekitplugins"], | ||
packages=[f"flytekitplugins.{PLUGIN_NAME}"], | ||
install_requires=plugin_requires, | ||
license="apache2", | ||
python_requires=">=3.7", | ||
classifiers=[ | ||
"Intended Audience :: Science/Research", | ||
"Intended Audience :: Developers", | ||
"License :: OSI Approved :: Apache Software License", | ||
"Programming Language :: Python :: 3.7", | ||
"Programming Language :: Python :: 3.8", | ||
"Topic :: Scientific/Engineering", | ||
"Topic :: Scientific/Engineering :: Artificial Intelligence", | ||
"Topic :: Software Development", | ||
"Topic :: Software Development :: Libraries", | ||
"Topic :: Software Development :: Libraries :: Python Modules", | ||
], | ||
) |
Empty file.
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from collections import OrderedDict | ||
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import pytest | ||
from flytekitplugins.bigquery import BigQueryConfig, BigQueryTask | ||
from google.cloud.bigquery import QueryJobConfig | ||
from google.protobuf.struct_pb2 import Struct | ||
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from flytekit import kwtypes, workflow | ||
from flytekit.extend import Image, ImageConfig, SerializationSettings, get_serializable | ||
from flytekit.types.schema import FlyteSchema | ||
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query_template = """ | ||
insert overwrite directory '{{ .rawOutputDataPrefix }}' stored as parquet | ||
select * | ||
from my_table | ||
where ds = '{{ .Inputs.ds }}' | ||
""" | ||
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def test_serialization(): | ||
bigquery_task = BigQueryTask( | ||
name="flytekit.demo.bigquery_task.query", | ||
inputs=kwtypes(ds=str), | ||
task_config=BigQueryConfig( | ||
ProjectID="Flyte", Location="Asia", QueryJobConfig=QueryJobConfig(allow_large_results=True) | ||
), | ||
query_template=query_template, | ||
# the schema literal's backend uri will be equal to the value of .raw_output_data | ||
output_schema_type=FlyteSchema, | ||
) | ||
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@workflow | ||
def my_wf(ds: str) -> FlyteSchema: | ||
return bigquery_task(ds=ds) | ||
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default_img = Image(name="default", fqn="test", tag="tag") | ||
serialization_settings = SerializationSettings( | ||
project="proj", | ||
domain="dom", | ||
version="123", | ||
image_config=ImageConfig(default_image=default_img, images=[default_img]), | ||
env={}, | ||
) | ||
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task_spec = get_serializable(OrderedDict(), serialization_settings, bigquery_task) | ||
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assert "{{ .rawOutputDataPrefix" in task_spec.template.sql.statement | ||
assert "insert overwrite directory" in task_spec.template.sql.statement | ||
assert task_spec.template.sql.dialect == task_spec.template.sql.Dialect.ANSI | ||
s = Struct() | ||
s.update({"ProjectID": "Flyte", "Location": "Asia", "allowLargeResults": True}) | ||
assert task_spec.template.custom == s | ||
assert len(task_spec.template.interface.inputs) == 1 | ||
assert len(task_spec.template.interface.outputs) == 1 | ||
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admin_workflow_spec = get_serializable(OrderedDict(), serialization_settings, my_wf) | ||
assert admin_workflow_spec.template.interface.outputs["o0"].type.schema is not None | ||
assert admin_workflow_spec.template.outputs[0].var == "o0" | ||
assert admin_workflow_spec.template.outputs[0].binding.promise.node_id == "n0" | ||
assert admin_workflow_spec.template.outputs[0].binding.promise.var == "results" | ||
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def test_local_exec(): | ||
bigquery_task = BigQueryTask( | ||
name="flytekit.demo.snowflake_task.query2", | ||
inputs=kwtypes(ds=str), | ||
query_template=query_template, | ||
task_config=BigQueryConfig(ProjectID="Flyte", Location="Asia"), | ||
# the schema literal's backend uri will be equal to the value of .raw_output_data | ||
output_schema_type=FlyteSchema, | ||
) | ||
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assert len(bigquery_task.interface.inputs) == 1 | ||
assert len(bigquery_task.interface.outputs) == 1 | ||
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# will not run locally | ||
with pytest.raises(Exception): | ||
bigquery_task() |