A native Python interface wrapping AzCopy for bulk data transfer to and from Azure Blob Storage.
Project description
Azpype
NOTE: This is still a very early stage project. Public interfaces and large parts of the implmentation are still subject to change.
Azpype is intended to primarily be an easy-to-use lightweight native Python interface to the already excellent AzCopy command line tool.
The secondary aim is for it to extend the functionality with some additional scaffolding and functionality such as
Python enhanced logging
-- INFO HERE --
Config driven defaults
-- INFO HERE --
Out-of-the-box and custom Validation Checks
-- INFO HERE --
Installation
Currently supports Windows, Mac (Apple Silicon and Intel)
📢 Important: For both convenience and the purpose of behaving as a python native library; installing azpype will additionally download the platform appropriate precompiled azcopy binary (v10.18.1) and store it under
~/.azpype/. This will be bundled in as part of the package distributuion and not as a separate installation script.
Install via pip
pip install azpype
Usage
Setup for Authentication
Currently azpype leverages application service principal based auth. Ensure that either the environment or the process make the following environement variables available:
AZCOPY_TENANT_IDAZCOPY_SPA_APPLICATION_IDAZCOPY_SPA_CLIENT_SECRETAZCOPY_AUTO_LOGIN_TYPE
Setting and environment variable in python:
import os
#These are dummy values of course
os.environ["AZCOPY_TENANT_ID"] = "12d3fba3-efac-1234-a1b2-3f4cafbcb123"
os.environ["AZCOPY_SPA_APPLICATION_ID"] = "e1234c36-bc1e-4f23-ace7-cb088c04c123"
os.environ["AZCOPY_SPA_CLIENT_SECRET"] = "cAl1Q~2mdABUUSCD2KEZzaF150P0jXAqKs2ANdMS"
#This needs to be set so that interactive login is not needed
os.environ["AZCOPY_AUTO_LOGIN_TYPE"]= "SPN" #SPN=Service Principal
Setting environment variables in python via .env:
#pip install python-dotenv #if needed
import os
from dotenv import load_dotenv
load_dotenv('.env')
#This assumes you have an .env file in your working directory with an entry like:
#AZCOPY_TENANT_ID="12d3fba3-efac-1234-a1b2-3f4cafbcb123"
tenant_id = os.getenv('AZCOPY_TENANT_ID')
#etc
OR Set environment variable via shell (MacOS & Linux)
export AZCOPY_TENANT_ID=""12d3fba3-efac-1234-a1b2-3f4cafbcb123"
OR Set environment variable via shell (Windows)
setx AZCOPY_TENANT_ID ""12d3fba3-efac-1234-a1b2-3f4cafbcb123"
Configuration
When pip installed a directory called ~/.azpype will be created, underneath it there will be a configuration file called copy_config.yaml. These are default key-values that are options/arguments to the Copy command.
For example the yaml could have values like this:
# Overwrite the conflicting files and blobs at the destination if this flag is set to true.
# Possible values include 'true', 'false', 'prompt', and 'ifSourceNewer'.
# Default: 'true'
overwrite: 'ifSourceNewer'
# Create an MD5 hash of each file, and save the hash as the Content-MD5 property of the destination blob or file.
# Only available when uploading.
# Default: None
put-md5: NULL
This would translate to the passing the azcopy cli --put-md5 and --overwrite 'ifSourceNewer. These are passed to azpype as kwargs which are then appropriately parsed to construct the final command.
Copy
Perhaps the most important interface and the primary workhorse command.
Basic Usage
from azpype.commands.copy import Copy
#Syntax
#Copy('file-system-source','blob-storage-destination', **kwargs).execute()
azure_storage_account = "my_storage_account"
blob_container="my_container"
optional_container_path=""
destination = f"https://{azure_storage_account}.blob.core.windows.net/{blob_container}/{optional_container_path}"
source = "./test_payload"
Copy(source, destination).execute()
📝 Housekeeping TODOs
- 📘 Add back in unittests for other modules
- 📚 Update readme with better articulated out line of 'why'
- 📖 Add Usage section
- 📖 Add instructions on how to create the application service principal, grant it permissions and create the client secret.
- ⏱️ Update readme with timed examples of Azpype/AzCopy along with azure-blob-storage synchronous and async
- 📘 Add example notebooks
Authentication
Currently, Azpype only accepts authenticating via Application Service Principal set via the following Azcopy environment variables:
AZCOPY_TENANT_IDAZCOPY_SPA_APPLICATION_IDAZCOPY_SPA_CLIENT_SECRETAZCOPY_AUTO_LOGIN_TYPE
These can be injected/overriden at runtime into the python process via
import os
os.environ["AZCOPY_TENANT_ID"] = <TenantID>
# ...
Please follow good practices when handling these environment variables and client credentials.
Going forward Azpype aims to use a default precedence order for authentication, starting with MSI, then SPA, then SAS. Ideally using, or following the pattern of DefaultAzureCredential().
🚧 In-Development: FS Monitor
I'd love to get some feedback on this feature but my thought is for azpype to be as simple as possible I may create an 'agent' mode for it which takes advantage of the watchdog package. Agent mode will allow Azpype to be deployed as a long-running background process, triggering actions based on file system events. For instance, poll every 5 minutes and run Copy() when a new file is detected. Then user code can do the appropriate stage clearing/archiving etc.
🚧 Status: Not yet in development
🧪 Benchmark Grid Search
Currently, Azcopy provides a useful benchmarking utility which helps determine optimal concurrency for a given network, machine (assuming default settings of auto tuning to cores), number of files and size per file.
The Benchmark grid search feature - will leverage this and create small grid search through various combinations of file count and file size, outputting plots/data to reflect the expected range of performance for Azcopy in that execution environment.
🚧 Status: Not yet in development
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