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feature: update lambda code on pipeline create/update/upsert for Lamb… #3052

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Apr 7, 2022
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12 changes: 12 additions & 0 deletions src/sagemaker/lambda_helper.py
Original file line number Diff line number Diff line change
Expand Up @@ -161,6 +161,18 @@ def update(self):
error = e.response["Error"]
raise ValueError(error)

def upsert(self):
"""Method to create a lambda function or update it if it already exists

Returns: boto3 response from Lambda's methods.
"""
try:
return self.create()
except ValueError as error:
if "ResourceConflictException" in str(error):
return self.update()
raise

def invoke(self):
"""Method to invoke a lambda function.

Expand Down
24 changes: 4 additions & 20 deletions src/sagemaker/workflow/lambda_step.py
Original file line number Diff line number Diff line change
Expand Up @@ -149,28 +149,12 @@ def to_request(self) -> RequestType:
return request_dict

def _get_function_arn(self):
"""Returns the lamba function arn
"""Returns the lambda function arn

Method creates a lambda function and returns it's arn.
If the lambda is already present, it will build it's arn and return that.
"""
region = self.lambda_func.session.boto_region_name
if region.lower() == "cn-north-1" or region.lower() == "cn-northwest-1":
partition = "aws-cn"
else:
partition = "aws"

if self.lambda_func.function_arn is None:
account_id = self.lambda_func.session.account_id()
try:
response = self.lambda_func.create()
return response["FunctionArn"]
except ValueError as error:
if "ResourceConflictException" not in str(error):
raise
return (
f"arn:{partition}:lambda:{region}:{account_id}:"
f"function:{self.lambda_func.function_name}"
)
else:
return self.lambda_func.function_arn
response = self.lambda_func.upsert()
return response["FunctionArn"]
return self.lambda_func.function_arn
52 changes: 22 additions & 30 deletions tests/unit/sagemaker/workflow/test_lambda_step.py
Original file line number Diff line number Diff line change
Expand Up @@ -201,36 +201,40 @@ def test_lambda_step_no_inputs_outputs(sagemaker_session):


def test_lambda_step_with_function_arn(sagemaker_session):
lambda_func = MagicMock(
function_arn="arn:aws:lambda:us-west-2:123456789012:function:sagemaker_test_lambda",
session=sagemaker_session,
)
lambda_step = LambdaStep(
name="MyLambdaStep",
depends_on=["TestStep"],
lambda_func=Lambda(
function_arn="arn:aws:lambda:us-west-2:123456789012:function:sagemaker_test_lambda",
session=sagemaker_session,
),
lambda_func=lambda_func,
inputs={},
outputs=[],
)
lambda_step._get_function_arn()
sagemaker_session.account_id.assert_not_called()
function_arn = lambda_step._get_function_arn()
assert function_arn == "arn:aws:lambda:us-west-2:123456789012:function:sagemaker_test_lambda"
lambda_func.upsert.assert_not_called()


def test_lambda_step_without_function_arn(sagemaker_session):
lambda_func = MagicMock(
function_arn=None,
function_name="name",
execution_role_arn="arn:aws:lambda:us-west-2:123456789012:execution_role",
zipped_code_dir="",
handler="",
session=sagemaker_session,
)
lambda_step = LambdaStep(
name="MyLambdaStep",
depends_on=["TestStep"],
lambda_func=Lambda(
function_name="name",
execution_role_arn="arn:aws:lambda:us-west-2:123456789012:execution_role",
zipped_code_dir="",
handler="",
session=sagemaker_session,
),
lambda_func=lambda_func,
inputs={},
outputs=[],
)
lambda_step._get_function_arn()
sagemaker_session.account_id.assert_called_once()
lambda_func.upsert.assert_called_once()


def test_lambda_step_without_function_arn_and_with_error(sagemaker_session_cn):
Expand All @@ -242,26 +246,14 @@ def test_lambda_step_without_function_arn_and_with_error(sagemaker_session_cn):
handler="",
session=sagemaker_session_cn,
)
# The raised ValueError contains ResourceConflictException
lambda_func.create.side_effect = ValueError("ResourceConflictException")
lambda_step1 = LambdaStep(
name="MyLambdaStep1",
depends_on=["TestStep"],
lambda_func=lambda_func,
inputs={},
outputs=[],
)
function_arn = lambda_step1._get_function_arn()
assert function_arn == "arn:aws-cn:lambda:cn-north-1:234567890123:function:name"

# The raised ValueError does not contain ResourceConflictException
lambda_func.create.side_effect = ValueError()
lambda_step2 = LambdaStep(
name="MyLambdaStep2",
lambda_func.upsert.side_effect = ValueError()
lambda_step = LambdaStep(
name="MyLambdaStep",
depends_on=["TestStep"],
lambda_func=lambda_func,
inputs={},
outputs=[],
)
with pytest.raises(ValueError):
lambda_step2._get_function_arn()
lambda_step._get_function_arn()
72 changes: 72 additions & 0 deletions tests/unit/test_lambda_helper.py
Original file line number Diff line number Diff line change
Expand Up @@ -294,6 +294,78 @@ def test_update_lambda_client_error(sagemaker_session):
assert "Cannot update code" in str(error)


@patch("sagemaker.lambda_helper._zip_lambda_code", return_value=ZIPPED_CODE)
def test_upsert_lambda_happycase1(sagemaker_session):
lambda_obj = lambda_helper.Lambda(
function_name=FUNCTION_NAME,
execution_role_arn=EXECUTION_ROLE,
script=SCRIPT,
handler=HANDLER,
session=sagemaker_session,
)

code = {"ZipFile": ZIPPED_CODE}
lambda_obj.upsert()

sagemaker_session.lambda_client.create_function.assert_called_with(
FunctionName=FUNCTION_NAME,
Runtime="python3.8",
Handler=HANDLER,
Role=EXECUTION_ROLE,
Code=code,
Timeout=120,
MemorySize=128,
)


@patch("sagemaker.lambda_helper._zip_lambda_code", return_value=ZIPPED_CODE)
def test_upsert_lambda_happycase2(sagemaker_session):
lambda_obj = lambda_helper.Lambda(
function_name=FUNCTION_NAME,
execution_role_arn=EXECUTION_ROLE,
script=SCRIPT,
handler=HANDLER,
session=sagemaker_session,
)

sagemaker_session.lambda_client.create_function.side_effect = ClientError(
{"Error": {"Code": "ResourceConflictException", "Message": "Lambda already exists"}},
"CreateFunction",
)

lambda_obj.upsert()

sagemaker_session.lambda_client.update_function_code.assert_called_once_with(
FunctionName=FUNCTION_NAME, ZipFile=ZIPPED_CODE
)


@patch("sagemaker.lambda_helper._zip_lambda_code", return_value=ZIPPED_CODE)
def test_upsert_lambda_client_error(sagemaker_session):
lambda_obj = lambda_helper.Lambda(
function_name=FUNCTION_NAME,
execution_role_arn=EXECUTION_ROLE,
script=SCRIPT,
handler=HANDLER,
session=sagemaker_session,
)

sagemaker_session.lambda_client.create_function.side_effect = ClientError(
{"Error": {"Code": "ResourceConflictException", "Message": "Lambda already exists"}},
"CreateFunction",
)

sagemaker_session.lambda_client.update_function_code.side_effect = ClientError(
{"Error": {"Code": "ResourceConflictException", "Message": "Cannot update code"}},
"UpdateFunctionCode",
)

with pytest.raises(ValueError) as error:
lambda_obj.upsert()

assert "Cannot update code" in str(error)


def test_invoke_lambda_happycase(sagemaker_session):
lambda_obj = lambda_helper.Lambda(function_arn=LAMBDA_ARN, session=sagemaker_session)
lambda_obj.invoke()
Expand Down