我在GCP技术方面相对较新。目前,我正在做POC来创建一个计划的数据流作业,将数据从谷歌云存储中提取(插入)到BigQuery。在阅读了一些教程和文档之后,我想出了以下内容:
我首先创建一个读取avro文件并将其加载到BigQuery的数据流作业。此数据流已经过测试并运行良好。
(self.pipeline
| output_table + ': read table ' >> ReadFromAvro(storage_input_path)
| output_table + ': filter columns' >> beam.Map(self.__filter_columns, columns=columns)
| output_table + ': write to BigQuery' >> beam.Write(
beam.io.BigQuerySink(output_table,
create_disposition=beam.io.BigQueryDisposition.CREATE_NEVER,
write_disposition=beam.io.BigQueryDisposition.WRITE_APPEND)))
为了创建预定作业,我创建了一个简单的Web服务,如下所示:
import logging
from flask import Flask
from common.tableLoader import TableLoader
from ingestion import IngestionToBigQuery
from common.configReader import ConfigReader
app = Flask(__name__)
@app.route('/')
def hello():
"""Return a friendly HTTP greeting."""
logging.getLogger().setLevel(logging.INFO)
config = ConfigReader('columbus-config') # TODO read from args
tables = TableLoader('experience')
ingestor = IngestionToBigQuery(config.configuration, tables.list_of_tables)
ingestor.ingest_table()
return 'Hello World!'```
我还创建了app.yaml:
runtime: python
env: flex
entrypoint: gunicorn -b :$PORT recsys_data_pipeline.main:app
threadsafe: yes
runtime_config:
python_version: 2
resources:
memory_gb: 2.0
然后,我使用此命令gcloud app deploy
部署了它,但是,我收到了以下错误:
default[20170417t173837] ERROR:root:The gcloud tool was not found.
default[20170417t173837] Traceback (most recent call last):
File "/env/local/lib/python2.7/site-packages/apache_beam/internal/gcp/auth.py", line 109, in _refresh ['gcloud', 'auth', 'print-access-token'], stdout=processes.PIPE)
File "/env/local/lib/python2.7/site-packages/apache_beam/utils/processes.py", line 52, in Popen return subprocess.Popen(*args, **kwargs)
File "/usr/lib/python2.7/subprocess.py", line 710, in __init__ errread, errwrite) File "/usr/lib/python2.7/subprocess.py", line 1335, in _execute_child raise child_exception OSError: [Errno 2] No such file or directory
从上面的消息中,我发现错误来自apache_beam auth.py class
,具体来说,它来自以下函数:
def _refresh(self, http_request):
"""Gets an access token using the gcloud client."""
try:
gcloud_process = processes.Popen(['gcloud', 'auth', 'print-access-token'], stdout=processes.PIPE)
except OSError as exn:
logging.error('The gcloud tool was not found.', exc_info=True)
raise AuthenticationException('The gcloud tool was not found: %s' % exn)
output, _ = gcloud_process.communicate()
self.access_token = output.strip()
在凭据(service_acount_name
和service_acount_key
未给出时调用:
if google_cloud_options.service_account_name:
if not google_cloud_options.service_account_key_file:
raise AuthenticationException(
'key file not provided for service account.')
if not os.path.exists(google_cloud_options.service_account_key_file):
raise AuthenticationException(
'Specified service account key file does not exist.')
else:
try:
credentials = _GCloudWrapperCredentials(user_agent)
# Check if we are able to get an access token. If not fallback to
# application default credentials.
credentials.get_access_token()
return credentials
所以我有两个问题:
service_acount_name
和service_acount_key
)(例如:在app.yaml
中)?非常感谢,任何建议和评论都会非常有用!