Create new Auto Classification Workflow

[pmbrull]

Describe your changes:

• We are separating the sampler out of the Profiler. Now, the sampler is an input parameter for both Profiler and Test Suite. It will help us have the new sampling workflow
• We are removing the factories for the sampler and test suite interface, and relying on the Service Spec instead
• New Auto Classification Workflow and implementation for the IngestionPipeline
• Removed processPIISensitive, confidence and generateSampleData from the profiler

I need to port the implementation for the ingestion to Argo in Collate https://github.com/open-metadata/openmetadata-collate/pull/923

Type of change:

• Bug fix
• Improvement
• New feature
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation

Checklist:

• I have read the CONTRIBUTING document.
• My PR title is Fixes <issue-number>: <short explanation>
• I have commented on my code, particularly in hard-to-understand areas.
• For JSON Schema changes: I updated the migration scripts or explained why it is not needed.

[github-actions]

The Python checkstyle failed.

Please run make py_format and py_format_check in the root of your repository and commit the changes to this PR.
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You can install the pre-commit hooks with make install_test precommit_install.

[github-actions]

The Python checkstyle failed.

Please run make py_format and py_format_check in the root of your repository and commit the changes to this PR.
You can also use pre-commit to automate the Python code formatting.

You can install the pre-commit hooks with make install_test precommit_install.

[sonarqubecloud]

Quality Gate failed for 'open-metadata-airflow-apis'

Failed conditions
0.0% Coverage on New Code (required ≥ 20%)

See analysis details on SonarQube Cloud

[sonarqubecloud]

Quality Gate failed for 'open-metadata-ingestion'

Failed conditions
E Security Review Rating on New Code (required ≥ A)

See analysis details on SonarQube Cloud