# Copyright 2019 Google LLC. All Rights Reserved.
#
# Licensed 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
#
#     https://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
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"""Preprocessor applying tf.transform to the chicago_taxi data."""
# pytype: skip-file

from __future__ import absolute_import, division, print_function

import argparse
import os

import tensorflow as tf
import tensorflow_transform as transform
import tensorflow_transform.beam as tft_beam
from tensorflow_transform.coders import example_proto_coder
from tensorflow_transform.tf_metadata import dataset_metadata, dataset_schema

import apache_beam as beam
from apache_beam.io.gcp.bigquery import ReadFromBigQuery
from apache_beam.metrics.metric import MetricsFilter
from apache_beam.testing.load_tests.load_test_metrics_utils import (
    MeasureTime, MetricsReader)
from trainer import taxi