I've added a Lambda Step as the first step in my Sagemaker Pipeline. It processes some data and creates 2 files as part of the output like so:
from sagemaker.workflow.lambda_step import LambdaStep, Lambda, LambdaOutput, LambdaOutputTypeEnum
# lamb_preprocess = LambdaStep(func_arn="")
output_param_1 = LambdaOutput(output_name="status", output_type=LambdaOutputTypeEnum.Integer)
output_param_2 = LambdaOutput(output_name="file_name_a_c_drop", output_type=LambdaOutputTypeEnum.String)
output_param_3 = LambdaOutput(output_name="file_name_q_c_drop", output_type=LambdaOutputTypeEnum.String)
step_lambda = LambdaStep(
name="ProcessingLambda",
lambda_func=Lambda(
function_arn="arn:aws:lambda:us-east-1:xxxxxxxx:function:xxxxx"
),
inputs={
"input_data": input_data,
"input_file": trigger_file,
"input_bucket": trigger_bucket
},
outputs = [
output_param_1, output_param_2, output_param_3
]
)
In my next step, I want to trigger a Processing Job for which I need to pass in the above Lambda function's outputs as it's inputs. I'm trying to do it like so:
inputs = [
ProcessingInput(source=step_lambda.properties.Outputs["file_name_q_c_drop"], destination="/opt/ml/processing/input"),
ProcessingInput(source=step_lambda.properties.Outputs["file_name_a_c_drop"], destination="/opt/ml/processing/input"),
]
However, when the processing step is trying to get created, I get a validation message saying
Object of type Properties is not JSON serializable
I followed the data dependency docs here: https://sagemaker.readthedocs.io/en/stable/amazon_sagemaker_model_building_pipeline.html#lambdastep and tried accessing step_lambda.OutputParameters["file_name_a_c_drop"]
too but it errored out saying 'LambdaStep' object has no attribute 'OutputParameters'
How do I properly access the return value of a LambdaStep in a Sagemaker pipeline?
You can access the output as follows - step_lambda.OutputParameters["output1"]
. You don't need to add .properties
To access a LambdaStep output in another step you can do this:
step_lambda.properties.Outputs["file_name_a_c_drop"]
Try this
steplambda.properties.ProcessingOutputConfig.Outputs["file_name_q_c_drop"].S3Output.S3Uri
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