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python-docs-samples/bigquery/api/load_data_from_csv.py at memcache · ericbolo/python-docs-samples · GitHub
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api
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#!/usr/bin/env python
# Copyright 2015, Google, Inc.
# 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
#
# 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.
"""Command-line application that loads data into BigQuery from a CSV file in
Google Cloud Storage.
This sample is used on this page:
https://cloud.google.com/bigquery/loading-data-into-bigquery#loaddatagcs
For more information, see the README.md under /bigquery.
"""
import
argparse
import
json
import
time
import
uuid
from
googleapiclient
import
discovery
from
oauth2client
.
client
import
GoogleCredentials
# [START load_table]
def
load_table
(
bigquery
,
project_id
,
dataset_id
,
table_name
,
source_schema
,
source_path
,
num_retries
=
5
):
"""
Starts a job to load a bigquery table from CSV
Args:
bigquery: an initialized and authorized bigquery client
google-api-client object
source_schema: a valid bigquery schema,
see https://cloud.google.com/bigquery/docs/reference/v2/tables
source_path: the fully qualified Google Cloud Storage location of
the data to load into your table
Returns: a bigquery load job, see
https://cloud.google.com/bigquery/docs/reference/v2/jobs#configuration.load
"""
# Generate a unique job_id so retries
# don't accidentally duplicate query
job_data
=
{
'jobReference'
: {
'projectId'
:
project_id
,
'job_id'
:
str
(
uuid
.
uuid4
())
},
'configuration'
: {
'load'
: {
'sourceUris'
: [
source_path
],
'schema'
: {
'fields'
:
source_schema
},
'destinationTable'
: {
'projectId'
:
project_id
,
'datasetId'
:
dataset_id
,
'tableId'
:
table_name
}
}
}
}
return
bigquery
.
jobs
().
insert
(
projectId
=
project_id
,
body
=
job_data
).
execute
(
num_retries
=
num_retries
)
# [END load_table]
# [START poll_job]
def
poll_job
(
bigquery
,
job
):
"""Waits for a job to complete."""
print
(
'Waiting for job to finish...'
)
request
=
bigquery
.
jobs
().
get
(
projectId
=
job
[
'jobReference'
][
'projectId'
],
jobId
=
job
[
'jobReference'
][
'jobId'
])
while
True
:
result
=
request
.
execute
(
num_retries
=
2
)
if
result
[
'status'
][
'state'
]
==
'DONE'
:
if
'errorResult'
in
result
[
'status'
]:
raise
RuntimeError
(
result
[
'status'
][
'errorResult'
])
print
(
'Job complete.'
)
return
time
.
sleep
(
1
)
# [END poll_job]
# [START run]
def
main
(
project_id
,
dataset_id
,
table_name
,
schema_file
,
data_path
,
poll_interval
,
num_retries
):
# [START build_service]
# Grab the application's default credentials from the environment.
credentials
=
GoogleCredentials
.
get_application_default
()
# Construct the service object for interacting with the BigQuery API.
bigquery
=
discovery
.
build
(
'bigquery'
,
'v2'
,
credentials
=
credentials
)
# [END build_service]
with
open
(
schema_file
,
'r'
)
as
f
:
schema
=
json
.
load
(
f
)
job
=
load_table
(
bigquery
,
project_id
,
dataset_id
,
table_name
,
schema
,
data_path
,
num_retries
)
poll_job
(
bigquery
,
job
)
# [END run]
# [START main]
if
__name__
==
'__main__'
:
parser
=
argparse
.
ArgumentParser
(
description
=
__doc__
,
formatter_class
=
argparse
.
RawDescriptionHelpFormatter
)
parser
.
add_argument
(
'project_id'
,
help
=
'Your Google Cloud project ID.'
)
parser
.
add_argument
(
'dataset_id'
,
help
=
'A BigQuery dataset ID.'
)
parser
.
add_argument
(
'table_name'
,
help
=
'Name of the table to load data into.'
)
parser
.
add_argument
(
'schema_file'
,
help
=
'Path to a schema file describing the table schema.'
)
parser
.
add_argument
(
'data_path'
,
help
=
'Google Cloud Storage path to the CSV data, for example: '
'gs://mybucket/in.csv'
)
parser
.
add_argument
(
'-p'
,
'--poll_interval'
,
help
=
'How often to poll the query for completion (seconds).'
,
type
=
int
,
default
=
1
)
parser
.
add_argument
(
'-r'
,
'--num_retries'
,
help
=
'Number of times to retry in case of 500 error.'
,
type
=
int
,
default
=
5
)
args
=
parser
.
parse_args
()
main
(
args
.
project_id
,
args
.
dataset_id
,
args
.
table_name
,
args
.
schema_file
,
args
.
data_path
,
args
.
poll_interval
,
args
.
num_retries
)
# [END main]
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