Sagameker ProcesingJob fails pydantic validation when tags are passed as part of the job

[sateeshmannar]

PySDK Version

• PySDK V2 (2.x)
• PySDK V3 (3.x)

Describe the bug
in Sagemaker 3.x, Processor has a tags parameter. However ProcessingJob dosent have the tags parameter defined. When a processing job is executed with tags. the job suceeds but the pydantic validation fails crashing the pipeline.

To reproduce
Create a simple processing job by instantiating a new instance of Processor with tags parameter. where tags = [{'Key': 'project', 'Value': 'tags-testing'}]
processor.run(...)
The .run call will throw the following error

        def submit(request):
            try:
                logger.info("Creating processing-job with name %s", process_args["job_name"])
                logger.debug("process request: %s", json.dumps(request, indent=4))
                self.sagemaker_session.sagemaker_client.create_processing_job(**request)
            except Exception as e:
                troubleshooting = (
                    "https://docs.aws.amazon.com/sagemaker/latest/dg/"
                    "sagemaker-python-sdk-troubleshooting.html"
                    "#sagemaker-python-sdk-troubleshooting-create-processing-job"
                )
                logger.error(
                    "Please check the troubleshooting guide for common errors: %s", troubleshooting
                )
                raise e
    
        self.sagemaker_session._intercept_create_request(serialized_request, submit, "process")
    
        from sagemaker.core.utils.code_injection.codec import transform
    
        transformed = transform(serialized_request, "CreateProcessingJobRequest")
    
>       return ProcessingJob(**transformed)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
E       pydantic_core._pydantic_core.ValidationError: 1 validation error for ProcessingJob
E       tags
E         Extra inputs are not permitted [type=extra_forbidden, input_value=[{'key': 'project', ....''}], input_type=list]
E           For further information visit https://errors.pydantic.dev/2.12/v/extra_forbidden

../../env/sagemaker-templates/py_312_1225/lib/python3.12/site-packages/sagemaker/core/processing.py:629: ValidationError

Additional code sample:
# Initialize the Processor
# image_uri: The URI of your Docker image in Amazon ECR
processor = ScriptProcessor(
    image_uri='123456789012.dkr.ecr.us-west-2.amazonaws.com',
    role=role,
    instance_count=1,
    instance_type='ml.m5.xlarge',
    command=['python3'],
    tags= [{'Key': 'project', 'Value': 'tags-testing'}],  # Pass the tags here
    base_job_name='processing-job-example'
)

# Submit the processing job
# Note: You can pass a local or S3 script to 'code'
processor.run(
    code='preprocess.py',
    wait=True
)

Expected behavior
ProcessingJob should include tags parameter.
The processing job after submission with tags should not throw the follwoing error:

E       pydantic_core._pydantic_core.ValidationError: 1 validation error for ProcessingJob
E       tags
E         Extra inputs are not permitted [type=extra_forbidden, input_value=[{'key': 'project', 

Screenshots or logs
Fix should be made to sagemaker/core/processing.py class ProcessingJob

System information
A description of your system. Please provide:

• SageMaker Python SDK version: 3.x - currently tested on 3.3.0
• Framework name (eg. PyTorch) or algorithm (eg. KMeans): NA / custom python script processing image
• Framework version: NA
• Python version: 3.12
• CPU or GPU: CPU
• Custom Docker image (Y/N): Y

Additional context
Our org relies on tags to organize/audit jobs. without this fix we are stuck with sagemaker SDK < 3.x