Here’s a conceptual approach to implementing a mutex using Python and Google Cloud Storage:
-
Enable Object Versioning on your GCS Bucket: This step is optional but recommended. It ensures that every change to an object, including the creation and deletion of the lock file, is tracked with a unique version. This can help prevent race conditions.
-
Check for the Existence of the Lock File: Before performing the operation that requires mutual exclusion, the application should check if a lock file exists in the GCS bucket.
-
Create the Lock File if it Doesn’t Exist: If the lock file does not exist, the application should attempt to create it. Use the
ifGenerationMatch
precondition set to 0 to ensure that the operation only succeeds if the file does not exist. -
Perform the Operation: If the application successfully creates the lock file, it can proceed with the operation that requires mutual exclusion.
-
Delete the Lock File: After the operation is complete, the application should delete the lock file, allowing other instances to proceed.
Code:
from google.cloud import storage
from google.cloud.exceptions import NotFound, PreconditionFailed
def acquire_lock(bucket_name, lock_file_name):
storage_client = storage.Client()
bucket = storage_client.bucket(bucket_name)
blob = bucket.blob(lock_file_name)
try:
# Attempt to create the lock file. This operation will fail if the file already exists.
blob.upload_from_string('lock', if_generation_match=0)
return True
except PreconditionFailed:
# Lock file already exists
return False
def release_lock(bucket_name, lock_file_name):
storage_client = storage.Client()
bucket = storage_client.bucket(bucket_name)
blob = bucket.blob(lock_file_name)
try:
# Delete the lock file
blob.delete()
except NotFound:
# Lock file was already deleted, or never existed
pass
# Usage
bucket_name = 'your-bucket-name'
lock_file_name = 'your-lock-file-name'
if acquire_lock(bucket_name, lock_file_name):
try:
# Perform your operation here
print("Lock acquired, performing operation.")
finally:
release_lock(bucket_name, lock_file_name)
else:
print("Lock could not be acquired, operation skipped.")
Possible context manager:
from google.cloud import storage
from google.cloud.exceptions import NotFound, PreconditionFailed
from contextlib import contextmanager
# Assuming acquire_lock and release_lock functions are defined as above
@contextmanager
def gcs_lock(bucket_name, lock_file_name):
storage_client = storage.Client()
bucket = storage_client.bucket(bucket_name)
blob = bucket.blob(lock_file_name)
try:
# Try to acquire the lock
blob.upload_from_string('lock', if_generation_match=0)
acquired = True
except PreconditionFailed:
# Lock file already exists
acquired = False
if acquired:
try:
yield
finally:
# Ensure the lock is released after the operation
try:
blob.delete()
except NotFound:
# Lock file was already deleted, or never existed
pass
else:
raise RuntimeError("Failed to acquire lock")
# Usage example
bucket_name = 'your-bucket-name'
lock_file_name = 'your-lock-file-name'
def my_sensitive_operation():
print("Performing a sensitive operation with mutual exclusion.")
with gcs_lock(bucket_name, lock_file_name):
my_sensitive_operation()