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docs: add sample and sample test for transfer manager (#1027)
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* add sample and sample test for transfer manager download blob as chunks concurrently method

* chore: modify format for int

* chore: refactor transfer manager sample names and tests

---------

Co-authored-by: Andrew Gorcester <[email protected]>
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MiaCY and andrewsg authored May 2, 2023
1 parent 6532e7c commit 4698799
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34 changes: 30 additions & 4 deletions samples/snippets/snippets_test.py
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Expand Up @@ -72,7 +72,10 @@
import storage_set_bucket_default_kms_key
import storage_set_client_endpoint
import storage_set_metadata
import storage_transfer_manager
import storage_transfer_manager_download_all_blobs
import storage_transfer_manager_download_chunks_concurrently
import storage_transfer_manager_upload_directory
import storage_transfer_manager_upload_many_blobs
import storage_upload_file
import storage_upload_from_memory
import storage_upload_from_stream
Expand Down Expand Up @@ -686,7 +689,7 @@ def test_transfer_manager_snippets(test_bucket, capsys):
with open(os.path.join(uploads, name), "w") as f:
f.write(name)

storage_transfer_manager.upload_many_blobs_with_transfer_manager(
storage_transfer_manager_upload_many_blobs.upload_many_blobs_with_transfer_manager(
test_bucket.name,
BLOB_NAMES,
source_directory="{}/".format(uploads),
Expand All @@ -699,7 +702,7 @@ def test_transfer_manager_snippets(test_bucket, capsys):

with tempfile.TemporaryDirectory() as downloads:
# Download the files.
storage_transfer_manager.download_all_blobs_with_transfer_manager(
storage_transfer_manager_download_all_blobs.download_all_blobs_with_transfer_manager(
test_bucket.name,
destination_directory=os.path.join(downloads, ""),
threads=2,
Expand Down Expand Up @@ -729,11 +732,34 @@ def test_transfer_manager_directory_upload(test_bucket, capsys):
with open(os.path.join(uploads, name), "w") as f:
f.write(name)

storage_transfer_manager.upload_directory_with_transfer_manager(
storage_transfer_manager_upload_directory.upload_directory_with_transfer_manager(
test_bucket.name, source_directory="{}/".format(uploads)
)
out, _ = capsys.readouterr()

assert "Found {}".format(len(BLOB_NAMES)) in out
for name in BLOB_NAMES:
assert "Uploaded {}".format(name) in out


def test_transfer_manager_download_chunks_concurrently(test_bucket, capsys):
BLOB_NAME = "test_file.txt"

with tempfile.NamedTemporaryFile() as file:
file.write(b"test")

storage_upload_file.upload_blob(
test_bucket.name, file.name, BLOB_NAME
)

with tempfile.TemporaryDirectory() as downloads:
# Download the file.
storage_transfer_manager_download_chunks_concurrently.download_chunks_concurrently(
test_bucket.name,
BLOB_NAME,
os.path.join(downloads, BLOB_NAME),
processes=8,
)
out, _ = capsys.readouterr()

assert "Downloaded {} to {}".format(BLOB_NAME, os.path.join(downloads, BLOB_NAME)) in out
184 changes: 0 additions & 184 deletions samples/snippets/storage_transfer_manager.py

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65 changes: 65 additions & 0 deletions samples/snippets/storage_transfer_manager_download_all_blobs.py
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@@ -0,0 +1,65 @@
# Copyright 2022 Google LLC
#
# 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.


def download_all_blobs_with_transfer_manager(
bucket_name, destination_directory="", threads=4
):
"""Download all of the blobs in a bucket, concurrently in a thread pool.
The filename of each blob once downloaded is derived from the blob name and
the `destination_directory `parameter. For complete control of the filename
of each blob, use transfer_manager.download_many() instead.
Directories will be created automatically as needed, for instance to
accommodate blob names that include slashes.
"""

# The ID of your GCS bucket
# bucket_name = "your-bucket-name"

# The directory on your computer to which to download all of the files. This
# string is prepended (with os.path.join()) to the name of each blob to form
# the full path. Relative paths and absolute paths are both accepted. An
# empty string means "the current working directory". Note that this
# parameter allows accepts directory traversal ("../" etc.) and is not
# intended for unsanitized end user input.
# destination_directory = ""

# The number of threads to use for the operation. The performance impact of
# this value depends on the use case, but generally, smaller files benefit
# from more threads and larger files don't benefit from more threads. Too
# many threads can slow operations, especially with large files, due to
# contention over the Python GIL.
# threads=4

from google.cloud.storage import Client, transfer_manager

storage_client = Client()
bucket = storage_client.bucket(bucket_name)

blob_names = [blob.name for blob in bucket.list_blobs()]

results = transfer_manager.download_many_to_path(
bucket, blob_names, destination_directory=destination_directory, threads=threads
)

for name, result in zip(blob_names, results):
# The results list is either `None` or an exception for each blob in
# the input list, in order.

if isinstance(result, Exception):
print("Failed to download {} due to exception: {}".format(name, result))
else:
print("Downloaded {} to {}.".format(name, destination_directory + name))
Original file line number Diff line number Diff line change
@@ -0,0 +1,44 @@
# Copyright 2022 Google LLC
#
# 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.


def download_chunks_concurrently(bucket_name, blob_name, filename, processes=8):
"""Download a single file in chunks, concurrently."""

# The ID of your GCS bucket
# bucket_name = "your-bucket-name"

# The file to be downloaded
# blob_name = "target-file"

# The destination filename or path
# filename = ""

# The maximum number of worker processes that should be used to handle the
# workload of downloading the blob concurrently. PROCESS worker type uses more
# system resources (both memory and CPU) and can result in faster operations
# when working with large files. The optimal number of workers depends heavily
# on the specific use case. Refer to the docstring of the underlining method
# for more details.
# processes=8

from google.cloud.storage import Client, transfer_manager

storage_client = Client()
bucket = storage_client.bucket(bucket_name)
blob = bucket.blob(blob_name)

transfer_manager.download_chunks_concurrently(blob, filename, max_workers=processes)

print("Downloaded {} to {}.".format(blob_name, filename))
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