def events_blobs_generator(self) -> Generator[blob.Blob, None, None]:
"""Generates pages of specified BigQuery table as blobs.
Yields:
blob: A blob object containing events from a page with length of
_DEFAULT_PAGE_SIZE from the specified BigQuery table.
Raises:
DataInConnectorError: Raised when BigQuery table data cannot be accessed.
"""
start_index = 0
total_rows = -1
bq_cursor = self.get_conn().cursor()
# Get the first page to ensure the accessibility.
try:
query_results = self._get_tabledata_with_retries(bq_cursor=bq_cursor,
start_index=start_index)
except googleapiclient_errors.HttpError as error:
raise errors.DataInConnectorError(error=error, msg=str(error))
else:
if query_results is None:
raise errors.DataInConnectorError(
msg='Unable to get any blobs in {}.'.format(self.url))
try:
total_rows = int(query_results.get('totalRows'))
except (AttributeError, TypeError, ValueError):
raise errors.DataInConnectorError(
msg='Unable to get total rows in {}.'.format(self.url))
else:
yield self._query_results_to_blob(query_results, start_index)
start_index = start_index + _DEFAULT_PAGE_SIZE
# Get the remaining pages of the requested table.
while start_index < total_rows:
try:
query_results = self._get_tabledata_with_retries(
bq_cursor=bq_cursor, start_index=start_index)
except googleapiclient_errors.HttpError as error:
# Generate a blob with error status.
blob_unique_id = '{}/{}'.format(self.url, start_index)
yield blob.Blob(events=[], blob_id=blob_unique_id,
platform=_PLATFORM, source=self.dataset_id,
location=self.table_id, position=start_index,
status=blob.BlobStatus.ERROR, status_desc=str(error))
else:
yield self._query_results_to_blob(query_results, start_index)
finally:
start_index = start_index + _DEFAULT_PAGE_SIZE
def events_blobs_generator(self) -> Generator[blob.Blob, None, None]:
"""Generates all blobs from the bucket's prefix location.
Yields:
A generator that generates Blob objects from blob contents within a
prefix location in the bucket.
Raises:
DataInConnectorError: When listing blob in bucket returns a HttpError.
"""
try:
blob_names = self.list(bucket=self.bucket, prefix=self.prefix)
except googleapiclient_errors.HttpError as error:
raise errors.DataInConnectorError(
error=error, msg='Failed to get list of blobs from bucket.')
for blob_name in blob_names:
url = 'gs://{}/{}'.format(self.bucket, blob_name)
# Exclude folders from uploading to Datastore.
if not blob_name.endswith('/'):
try:
events = self.get_blob_events(blob_name)
yield blob.Blob(events=events, blob_id=url, platform=_PLATFORM,
source=self.bucket, location=blob_name,
position=_START_POSITION_IN_BLOB)
except (errors.DataInConnectorBlobParseError,
errors.DataInConnectorError) as error:
yield blob.Blob(events=[], blob_id=url, platform=_PLATFORM,
source=self.bucket, location=blob_name,
position=_START_POSITION_IN_BLOB,
status=blob.BlobStatus.ERROR, status_desc=str(error))
def _gcs_blob_chunk_generator(
self, blob_name: Text) -> Generator[bytes, None, None]:
"""Downloads and generates chunks from given blob.
The base GoogleCloudStorageHook only allows downloading an entire file.
To enable handling large files this class provides a chunk-wise download of
bytes within the blob.
Args:
blob_name: Unique location within the bucket for the target blob.
Yields:
Chunks of the given blob, formatted as bytes.
Raises:
DataInConnectorError: When download failed.
"""
done = False
outio = io.BytesIO()
try:
request = self.get_conn().objects().get_media(
bucket=self.bucket, # pytype: disable=attribute-error
object=blob_name)
downloader = http.MediaIoBaseDownload(outio, request)
except googleapiclient_errors.HttpError as error:
raise errors.DataInConnectorError(
error=error, msg='Failed to download the blob.')
while not done:
outio.truncate(0)
outio.seek(0)
try:
status, done = downloader.next_chunk()
except googleapiclient_errors.HttpError as error:
raise errors.DataInConnectorError(
error=error, msg='Failed to download the blob.')
self.log.debug('Blob loading: {}%'.format(
int(status.progress() * 100)))
yield outio.getvalue()
def test_events_blobs_generator_raises_data_in_connector_error(self):
self.mocked_list.side_effect = errors.DataInConnectorError()
with self.assertRaises(errors.DataInConnectorError):
self.gcs_hook.events_blobs_generator().__next__()