[Backend] Set Up Prefect Flow for Embedding Creation in Audio Processing Pipeline

[nhphong]

Integrate a Prefect flow (stage 4) into our audio processing pipeline to manage the creation of vector embeddings for generated snippet documents. This integration should ensure reliable and automated processing within the pipeline.

Acceptance Criteria:

• Prefect Flow Setup:
  • Design and implement a Prefect flow dedicated to handling vector embedding creation.
  • Ensure the flow can be easily integrated into the existing audio processing pipeline.
• Automation and Reliability:
  • Automate the embedding creation process to trigger after snippet document generation.
  • Include error handling and logging to ensure robust flow execution and troubleshooting.
• Monitoring and Reporting:
  • Set up monitoring to track the flow's performance and execution status.
  • Provide reporting mechanisms to review embedding creation statistics and identify bottlenecks.
• Testing and Validation:
  • Test the Prefect flow integration to ensure seamless operation within the pipeline.
  • Validate that embeddings are correctly generated and stored as expected.
• Documentation:
  • Document the Prefect flow setup and integration process.
  • Include usage instructions and troubleshooting guidelines.

Tasks:

1. Design the architecture for the Prefect flow to handle vector embedding creation.
2. Implement the flow and integrate it into the existing audio processing pipeline.
3. Develop error handling and logging mechanisms for flow reliability.
4. Set up monitoring and reporting for flow execution and performance.
5. Test the integrated flow to ensure it meets performance and reliability standards.
6. Document the flow setup and integration process.

Additional Notes:

• Collaborate with DevOps and pipeline teams to ensure seamless integration with existing infrastructure.
• Evaluate and select appropriate Prefect features to enhance flow reliability and scalability.

[linear]

VER-240 [Backend] Set Up Prefect Flow for Embedding Creation in Audio Processing Pipeline