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1078 | class ContainerInstancePushProvisioner:
"""
A class responsible for provisioning Azure resources and setting up a push work pool.
Attributes:
_console (Console): A Rich console object for displaying messages and progress.
_subscription_id (str): Azure subscription ID.
_subscription_name (str): Azure subscription name.
_resource_group (str): Azure resource group name.
_location (str): Azure resource location.
azure_cli (AzureCLI): An instance of AzureCLI for running Azure commands.
Methods:
set_location: Sets the location for Azure resource deployment.
_verify_az_ready: Verifies if Azure CLI is ready and available.
_select_subscription: Selects an Azure subscription interactively or automatically.
_create_resource_group: Creates a resource group in Azure.
_create_app_registration: Creates an app registration in Azure AD.
_generate_secret_for_app: Generates a secret for the app registration.
_get_service_principal_object_id: Retrieves the object ID of the service principal associated with the app registration.
_assign_contributor_role: Assigns the Contributor role to the service account.
_create_aci_credentials_block: Creates an Azure Container Instance credentials block.
provision: Orchestrates the provisioning of Azure resources and setup for the push work pool.
"""
def __init__(self):
self._console = Console()
self._subscription_id = None
self._subscription_name = None
self._location = "eastus"
self._identity_name = "prefect-acr-identity"
self.azure_cli = AzureCLI(self.console)
self._credentials_block_name = None
self._resource_group_name = "prefect-aci-push-pool-rg"
self._app_registration_name = "prefect-aci-push-pool-app"
self._registry_name_prefix = "prefect"
@property
def console(self) -> Console:
return self._console
@console.setter
def console(self, value: Console) -> None:
self._console = value
async def set_location(self):
"""
Set the Azure resource deployment location to the default or 'eastus' on failure.
Raises:
RuntimeError: If unable to execute the Azure CLI command.
"""
try:
command = (
'az account list-locations --query "[?isDefault].name" --output tsv'
)
output = await self.azure_cli.run_command(command)
if output:
self._location = output
except subprocess.CalledProcessError as e:
raise RuntimeError("Failed to get default location.") from e
async def _verify_az_ready(self) -> None:
"""
Verifies if Azure CLI is installed and ready to use.
Raises:
RuntimeError: If Azure CLI is not installed.
subprocess.CalledProcessError: If the Azure CLI command execution fails.
"""
try:
await self.azure_cli.run_command("az --version", ignore_if_exists=True)
except subprocess.CalledProcessError as e:
raise RuntimeError(
"Azure CLI is not installed. Please see"
" https://docs.microsoft.com/en-us/cli/azure/install-azure-cli"
) from e
accounts = await self.azure_cli.run_command(
"az account list --output json",
return_json=True,
)
if not accounts:
raise RuntimeError(
"No Azure accounts found. Please run `az login` to log in to Azure."
)
async def _select_subscription(self) -> str:
"""
Selects an Azure subscription for use. If running in interactive mode,
the user will be prompted to select a subscription. Otherwise, the current subscription is used.
Returns:
str: The ID of the selected Azure subscription.
Raises:
RuntimeError: If no Azure subscriptions are found or the Azure CLI command execution fails.
"""
if self._console.is_interactive:
with Progress(
SpinnerColumn(),
TextColumn("Fetching Azure subscriptions..."),
transient=True,
console=self._console,
) as progress:
list_projects_task = progress.add_task(
"Fetching subscriptions...", total=1
)
subscriptions_list = await self.azure_cli.run_command(
"az account list --output json",
failure_message=(
"No Azure subscriptions found. Please create an Azure subscription"
" and try again."
),
ignore_if_exists=True,
return_json=True,
)
progress.update(list_projects_task, completed=1)
if subscriptions_list:
selected_subscription = prompt_select_from_table(
self._console,
"Please select which Azure subscription to use:",
[
{"header": "Name", "key": "name"},
{"header": "Subscription ID", "key": "id"},
],
subscriptions_list,
)
self._subscription_id = selected_subscription["id"]
self._subscription_name = selected_subscription["name"]
else:
subscriptions_list = await self.azure_cli.run_command(
"az account list --output json",
failure_message=(
"No Azure subscriptions found. Please create an Azure subscription"
" and try again."
),
ignore_if_exists=True,
return_json=True,
)
if subscriptions_list:
self._subscription_id = subscriptions_list[0]["id"]
self._subscription_name = subscriptions_list[0]["name"]
else:
raise RuntimeError(
"No Azure subscriptions found. Please create an Azure subscription"
" and try again."
)
async def _create_resource_group(self):
"""
Creates a resource group in Azure using predefined names and locations.
Raises:
subprocess.CalledProcessError: If the Azure CLI command execution fails.
"""
check_exists_command = (
f"az group exists --name {self._resource_group_name} --subscription"
f" {self._subscription_id}"
)
exists_result = await self.azure_cli.run_command(
check_exists_command, return_json=True
)
if exists_result is True:
self._console.print(
(
f"Resource group '{self._resource_group_name}' already exists in"
f" subscription {self._subscription_name}."
),
style="yellow",
)
return
resource_group_command = (
f"az group create --name '{self._resource_group_name}' --location"
f" '{self._location}' --subscription '{self._subscription_id}'"
)
await self.azure_cli.run_command(
resource_group_command,
success_message=(
f"Resource group '{self._resource_group_name}' created successfully"
),
failure_message=(
f"Failed to create resource group '{self._resource_group_name}' in"
f" subscription '{self._subscription_name}'"
),
ignore_if_exists=True,
)
async def _create_app_registration(self) -> str:
"""
Creates an app registration in Azure Active Directory.
Returns:
str: The client ID of the newly created app registration.
Raises:
subprocess.CalledProcessError: If the Azure CLI command execution fails.
"""
# Check if the app registration already exists
check_exists_command = (
f"az ad app list --display-name {self._app_registration_name} --output json"
)
app_registrations = await self.azure_cli.run_command(
check_exists_command,
)
if app_registrations:
if isinstance(app_registrations, str):
app_registrations = json.loads(app_registrations)
existing_app_registration = next(
(
app
for app in app_registrations
if app["displayName"] == self._app_registration_name
),
None,
)
if existing_app_registration:
self._console.print(
f"App registration '{self._app_registration_name}' already exists.",
style="yellow",
)
return existing_app_registration["appId"]
app_registration_command = (
f"az ad app create --display-name {self._app_registration_name} "
"--output json"
)
app_registration = await self.azure_cli.run_command(
app_registration_command,
success_message=(
f"App registration '{self._app_registration_name}' created successfully"
),
failure_message=(
"Failed to create app registration with name"
f" '{self._app_registration_name}'"
),
ignore_if_exists=True,
)
if app_registration:
if isinstance(app_registration, str):
app_registration = json.loads(app_registration)
return app_registration["appId"]
else:
raise RuntimeError("Failed to create app registration.")
async def _generate_secret_for_app(self, app_id: str) -> tuple:
"""
Generates a secret for the app registration.
Args:
app_id (str): The client ID of the app registration for which to generate the secret.
Returns:
tuple: A tuple containing the tenant ID and the generated secret.
Raises:
subprocess.CalledProcessError: If the Azure CLI command execution fails.
"""
secret_command = (
f"az ad app credential reset --id {app_id} --append --output json"
)
app_secret = await self.azure_cli.run_command(
secret_command,
success_message=(
f"Secret generated for app registration with client ID '{app_id}'"
),
failure_message=(
"Failed to generate secret for app registration with client ID"
f" '{app_id}'. If you have already generated 2 secrets for this app"
" registration, please delete one from the"
f" `{self._app_registration_name}` resource and try again."
),
ignore_if_exists=True,
return_json=True,
)
try:
return app_secret["tenant"], app_secret["password"]
except Exception as e:
raise RuntimeError(
"Failed to generate a new secret for the app registration."
) from e
async def _get_or_create_service_principal_object_id(self, app_id: str):
"""
Retrieves or creates a service principal for the given app registration client ID.
Args:
app_id (str): The client ID of the app registration.
Returns:
str: The object ID of the service principal.
"""
# Try to retrieve the existing service principal
command_get_sp = (
f"az ad sp list --all --query \"[?appId=='{app_id}']\" --output json"
)
service_principal = await self.azure_cli.run_command(
command_get_sp,
return_json=True,
)
if service_principal:
return service_principal[0]
# Service principal does not exist, create it
command_create_sp = f"az ad sp create --id {app_id}"
await self.azure_cli.run_command(
command_create_sp,
success_message=f"Service principal created for app ID '{app_id}'",
failure_message=f"Failed to create service principal for app ID '{app_id}'",
)
# Retrieve the object ID of the newly created service principal
new_service_principal = await self.azure_cli.run_command(
command_get_sp,
failure_message=(
f"Failed to retrieve new service principal for app ID {app_id}"
),
return_json=True,
)
if new_service_principal:
return new_service_principal[0]
else:
raise Exception(
f"Failed to retrieve new service principal for app ID {app_id}"
)
async def _get_or_create_identity(
self, identity_name: str, resource_group_name: str, subscription_id: str
):
"""
Retrieves or creates a managed identity for the given resource group.
Returns:
dict: Object representing the identity.
"""
# Try to retrieve the existing identity
command_get_identity = (
f"az identity list --query \"[?name=='{identity_name}']\" --resource-group"
f" {resource_group_name} --subscription {subscription_id} --output json"
)
identity = await self.azure_cli.run_command(
command_get_identity,
return_json=True,
)
if identity:
self._console.print(
(
f"Identity '{self._identity_name}' already exists in"
f" subscription '{self._subscription_name}'."
),
style="yellow",
)
return identity[0]
# Identity does not exist, create it
command_create_identity = (
f"az identity create --name {identity_name} --resource-group"
f" {resource_group_name} --subscription {subscription_id} --output json"
)
response = await self.azure_cli.run_command(
command_create_identity,
success_message=f"Identity {identity_name!r} created",
failure_message=f"Failed to create identity {identity_name!r}",
return_json=True,
)
if response:
return response
else:
raise Exception(
f"Failed to retrieve new identity for identity {self._identity_name}"
)
@staticmethod
def _generate_acr_name(base_name: str):
# Ensure the base name adheres to ACR naming conventions
if not base_name.isalnum() or len(base_name) > 50:
raise ValueError(
"ACR registry name prefix should be alphanumeric and up to 50"
" characters"
)
# Generate a unique string
timestamp = int(time.time())
random_str = "".join(
random.choices(string.ascii_lowercase + string.digits, k=4)
)
# Combine to form the ACR name
acr_name = f"{base_name}{timestamp}{random_str}"
return acr_name
async def _get_or_create_registry(
self,
registry_name: str,
resource_group_name: str,
location: str,
subscription_id: str,
):
"""
Retrieves or creates an Azure Container Registry.
Args:
registry_name: The name of the registry.
resource_group_name: The name of the resource group to use for the registry.
location: Where to create the registry.
subscription_id: The ID of the subscription to use for the registry.
Returns:
dict: Object representing the registry.
"""
# check to see if there are any registries starting with 'prefect'
command_get_registries = (
'az acr list --query "[?starts_with(name,'
f" '{self._registry_name_prefix}')]\" --subscription"
f" {subscription_id} --output json"
)
response = await self.azure_cli.run_command(
command_get_registries,
return_json=True,
)
# acr names must be globally unique, so if there are any matches, use the first one
if response:
self._console.print(
(
f"Registry with prefix {self._registry_name_prefix!r} already"
f" exists in subscription '{subscription_id}'."
),
style="yellow",
)
return response[0]
command_create_repository = (
f"az acr create --name {registry_name} --resource-group"
f" {resource_group_name} --subscription {subscription_id} --location"
f" {location} --sku Basic"
)
response = await self.azure_cli.run_command(
command_create_repository,
success_message="Registry created",
failure_message="Failed to create registry",
return_json=True,
)
if response:
return response
else:
raise Exception(f"Failed to create registry {registry_name}")
async def _log_into_registry(self, login_server: str, subscription_id: str):
"""
Logs into the given Azure Container Registry.
Args:
registry_name: The name of the registry to log into.
Raises:
subprocess.CalledProcessError: If the Azure CLI command execution fails.
"""
command_login = (
f"az acr login --name {login_server} --subscription {subscription_id}"
)
await self.azure_cli.run_command(
command_login,
success_message=f"Logged into registry {login_server}",
failure_message=f"Failed to log into registry {login_server}",
)
async def _assign_contributor_role(self, app_id: str, subscription_id: str) -> None:
"""
Assigns the 'Contributor' role to the service principal associated with a given app ID.
Args:
app_id (str): The client ID of the app registration.
"""
service_principal = await self._get_or_create_service_principal_object_id(
app_id
)
service_principal_id = service_principal["id"]
if service_principal_id:
role = "Contributor"
scope = f"/subscriptions/{self._subscription_id}/resourceGroups/{self._resource_group_name}"
# Check if the role is already assigned
check_role_command = (
f"az role assignment list --assignee {service_principal_id} --role"
f" {role} --scope {scope} --subscription {subscription_id} --output"
" json"
)
role_assignments = await self.azure_cli.run_command(
check_role_command, return_json=True
)
if role_assignments and any(
ra
for ra in role_assignments
if ra["roleDefinitionName"] == role and ra["scope"] == scope
):
self._console.print(
(
f"Service principal with object ID '{service_principal_id}'"
f" already has the '{role}' role assigned in '{scope}'."
),
style="yellow",
)
return
assign_command = (
f"az role assignment create --role {role} --assignee-object-id"
f" {service_principal_id} --scope {scope} --subscription"
f" {subscription_id}"
)
await self.azure_cli.run_command(
assign_command,
success_message=(
"Contributor role assigned to service principal with object ID"
f" '{service_principal_id}'"
),
failure_message=(
"Failed to assign Contributor role to service principal with"
f" object ID '{service_principal_id}'"
),
ignore_if_exists=True,
)
async def _assign_acr_pull_role(
self, identity: Dict[str, Any], registry: Dict[str, Any], subscription_id: str
) -> None:
"""
Assigns the AcrPull role to the specified identity for the given registry.
Args:
identity: The identity to assign the role to.
registry: The registry to grant access to.
"""
command = (
"az role assignment create --assignee-object-id"
f" {identity['principalId']} --assignee-principal-type ServicePrincipal"
f" --scope {registry['id']} --role AcrPull --subscription {subscription_id}"
)
await self.azure_cli.run_command(
command,
ignore_if_exists=True,
)
async def _create_aci_credentials_block(
self,
work_pool_name: str,
client_id: str,
tenant_id: str,
client_secret: str,
client: "PrefectClient",
) -> UUID:
"""
Creates a credentials block for Azure Container Instance.
Args:
work_pool_name (str): The name of the work pool.
client_id (str): The client ID obtained from app registration.
tenant_id (str): The tenant ID obtained from the secret generation.
client_secret (str): The client secret obtained from the secret generation.
client (PrefectClient): An instance of PrefectClient.
Returns:
UUID: The ID of the created credentials block.
Raises:
ObjectAlreadyExists: If a credentials block with the same name already exists.
"""
credentials_block_name = self._credentials_block_name
credentials_block_type = await client.read_block_type_by_slug(
"azure-container-instance-credentials"
)
credentials_block_schema = (
await client.get_most_recent_block_schema_for_block_type(
block_type_id=credentials_block_type.id
)
)
try:
block_doc = await client.create_block_document(
block_document=BlockDocumentCreate(
name=credentials_block_name,
data={
"client_id": client_id,
"tenant_id": tenant_id,
"client_secret": client_secret,
},
block_type_id=credentials_block_type.id,
block_schema_id=credentials_block_schema.id,
)
)
self._console.print(
(
f"ACI credentials block '{credentials_block_name}' created in"
" Prefect Cloud"
),
style="green",
)
return block_doc.id
except ObjectAlreadyExists:
self._console.print(
f"ACI credentials block '{credentials_block_name}' already exists",
style="yellow",
)
block_doc = await client.read_block_document_by_name(
name=credentials_block_name,
block_type_slug="azure-container-instance-credentials",
)
return block_doc.id
except Exception as e:
self._console.print(
f"Failed to create ACI credentials block: {e}",
style="red",
)
raise e
async def _aci_credentials_block_exists(
self, block_name: str, client: "PrefectClient"
) -> bool:
"""
Checks if an ACI credentials block with the given name already exists.
Args:
block_name (str): The name of the ACI credentials block.
client (PrefectClient): An instance of PrefectClient.
Returns:
bool: True if the credentials block exists, False otherwise.
"""
try:
await client.read_block_document_by_name(
name=block_name,
block_type_slug="azure-container-instance-credentials",
)
return True
except ObjectNotFound:
return False
def _validate_user_input(self, name):
if 2 < len(name) < 40 and name.isalnum():
return True
else:
return False
async def _create_provision_table(
self, work_pool_name: str, client: "PrefectClient"
):
return Panel(
dedent(
f"""\
Provisioning infrastructure for your work pool [blue]{work_pool_name}[/] will require:
Updates in subscription: [blue]{self._subscription_name}[/]
- Create a resource group in location: [blue]{self._location}[/]
- Create an app registration in Azure AD: [blue]{self._app_registration_name}[/]
- Create/use a service principal for app registration
- Generate a secret for app registration
- Create an Azure Container Registry with prefix [blue]{self._registry_name_prefix}[/]
- Create an identity [blue]{self._identity_name}[/] to allow access to the created registry
- Assign Contributor role to service account
- Create an ACR registry for image hosting
- Create an identity for Azure Container Instance to allow access to the registry
Updates in Prefect workspace
- Create Azure Container Instance credentials block: [blue]{self._credentials_block_name}[/]
"""
),
expand=False,
)
async def _customize_resource_names(
self, work_pool_name: str, client: "PrefectClient"
) -> bool:
self._resource_group_name = prompt(
"Please enter a name for the resource group",
default=self._resource_group_name,
)
self._app_registration_name = prompt(
"Please enter a name for the app registration",
default=self._app_registration_name,
)
while True:
self._registry_name_prefix = prompt(
"Please enter a prefix for the Azure Container Registry",
default=self._registry_name_prefix,
)
if self._validate_user_input(self._registry_name_prefix):
break
else:
self._console.print(
"The prefix must be alphanumeric and between 3-50 characters.",
style="red",
)
self._identity_name = prompt(
"Please enter a name for the identity (used for ACR access)",
default=self._identity_name,
)
self._credentials_block_name = prompt(
"Please enter a name for the ACI credentials block",
default=self._credentials_block_name,
)
table = await self._create_provision_table(work_pool_name, client)
self._console.print(table)
return Confirm.ask(
"Proceed with infrastructure provisioning?", console=self._console
)
@inject_client
async def provision(
self,
work_pool_name: str,
base_job_template: Dict[str, Any],
client: Optional["PrefectClient"] = None,
) -> Dict[str, Any]:
"""
Orchestrates the provisioning of Azure resources and setup for the push work pool.
Args:
work_pool_name (str): The name of the work pool.
base_job_template (Dict[str, Any]): The base template for job creation.
client (Optional[PrefectClient]): An instance of PrefectClient. If None, it will be injected.
Returns:
Dict[str, Any]: The updated job template with necessary references and configurations.
Raises:
RuntimeError: If client injection fails or the Azure CLI command execution fails.
"""
if not client:
self._console.print(
"Client injection failed, cannot proceed with provisioning.",
style="red",
)
return base_job_template
await self._verify_az_ready()
await self._select_subscription()
await self.set_location()
self._credentials_block_name = f"{work_pool_name}-push-pool-credentials"
table = await self._create_provision_table(work_pool_name, client)
self._console.print(table)
if self._console.is_interactive:
chosen_option = prompt_select_from_table(
self._console,
"Proceed with infrastructure provisioning with default resource names?",
[
{"header": "Options:", "key": "option"},
],
[
{
"option": (
"Yes, proceed with infrastructure provisioning with default"
" resource names"
)
},
{"option": "Customize resource names"},
{"option": "Do not proceed with infrastructure provisioning"},
],
)
if chosen_option["option"] == "Customize resource names":
if not await self._customize_resource_names(work_pool_name, client):
return base_job_template
elif (
chosen_option["option"]
== "Do not proceed with infrastructure provisioning"
):
return base_job_template
elif (
chosen_option["option"]
!= "Yes, proceed with infrastructure provisioning with default"
" resource names"
):
# basically, we should never hit this. i'm concerned that we might change
# the options in the future and forget to update this check
raise ValueError(f"Invalid option selected: {chosen_option['option']}")
credentials_block_exists = await self._aci_credentials_block_exists(
block_name=self._credentials_block_name, client=client
)
if not credentials_block_exists:
total_tasks = 7
else:
total_tasks = 6
with Progress(console=self._console) as progress:
self.azure_cli._console = progress.console
task = progress.add_task("Provisioning infrastructure.", total=total_tasks)
progress.console.print("Creating resource group")
await self._create_resource_group()
progress.advance(task)
progress.console.print("Creating app registration")
client_id = await self._create_app_registration()
progress.advance(task)
credentials_block_exists = await self._aci_credentials_block_exists(
block_name=self._credentials_block_name, client=client
)
if not credentials_block_exists:
progress.console.print("Generating secret for app registration")
tenant_id, client_secret = await self._generate_secret_for_app(
app_id=client_id,
)
progress.advance(task)
progress.console.print("Creating ACI credentials block")
block_doc_id = await self._create_aci_credentials_block(
work_pool_name, client_id, tenant_id, client_secret, client
)
progress.advance(task)
else:
progress.console.print(
"ACI credentials block already exists.", style="yellow"
)
block_doc = await client.read_block_document_by_name(
name=self._credentials_block_name,
block_type_slug="azure-container-instance-credentials",
)
block_doc_id = block_doc.id
progress.advance(task)
progress.console.print("Assigning Contributor role to service account")
await self._assign_contributor_role(
app_id=client_id, subscription_id=self._subscription_id
)
progress.advance(task)
progress.console.print(
"Creating Azure Container Registry (this make take a few minutes)"
)
registry_name = self._generate_acr_name(self._registry_name_prefix)
registry = await self._get_or_create_registry(
registry_name=registry_name,
resource_group_name=self._resource_group_name,
location=self._location,
subscription_id=self._subscription_id,
)
await self._log_into_registry(
login_server=registry["loginServer"],
subscription_id=self._subscription_id,
)
update_current_profile(
{PREFECT_DEFAULT_DOCKER_BUILD_NAMESPACE: registry["loginServer"]}
)
progress.advance(task)
progress.console.print("Creating identity")
identity = await self._get_or_create_identity(
identity_name=self._identity_name,
resource_group_name=self._resource_group_name,
subscription_id=self._subscription_id,
)
await self._assign_acr_pull_role(
identity=identity,
registry=registry,
subscription_id=self._subscription_id,
)
progress.advance(task)
base_job_template_copy = deepcopy(base_job_template)
base_job_template_copy["variables"]["properties"]["aci_credentials"][
"default"
] = {"$ref": {"block_document_id": str(block_doc_id)}}
base_job_template_copy["variables"]["properties"]["resource_group_name"][
"default"
] = self._resource_group_name
base_job_template_copy["variables"]["properties"]["subscription_id"][
"default"
] = self._subscription_id
base_job_template_copy["variables"]["properties"]["image_registry"][
"default"
] = {
"registry_url": registry["loginServer"],
"identity": identity["id"],
}
base_job_template_copy["variables"]["properties"]["identities"]["default"] = [
identity["id"]
]
self._console.print(
dedent(
f"""\
Your default Docker build namespace has been set to [blue]{registry["loginServer"]!r}[/].
Use any image name to build and push to this registry by default:
"""
),
Panel(
Syntax(
dedent(
f"""\
from prefect import flow
from prefect.docker import DockerImage
@flow(log_prints=True)
def my_flow(name: str = "world"):
print(f"Hello {{name}}! I'm a flow running on an Azure Container Instance!")
if __name__ == "__main__":
my_flow.deploy(
name="my-deployment",
work_pool_name="{work_pool_name}",
image=DockerImage(
name="my-image:latest",
platform="linux/amd64",
)
)"""
),
"python",
background_color="default",
),
title="example_deploy_script.py",
expand=False,
),
)
self._console.print(
(
f"Infrastructure successfully provisioned for '{work_pool_name}' work"
" pool!"
),
style="green",
)
return base_job_template_copy
|