As a developer, I want to replace the OpenAI Whisper component with Gemini Pro for the transcription phase in our audio processing pipeline so that we can reduce costs and maintain transcription reliability.
Acceptance Criteria:
Integration with Existing Pipeline:
Replace the OpenAI Whisper component with the Gemini Pro transcription solution.
Ensure seamless integration without disrupting the current workflow.
Functionality Verification:
Verify that the new transcription method provides timestamped transcriptions with accuracy comparable to or better than OpenAI Whisper.
Ensure the pipeline can handle 30-minute audio files using the selected approach (split audio or single prompt with reduced accuracy).
Cost Analysis:
Analyze and document cost savings achieved by switching to Gemini Pro.
Ensure that the new solution aligns with budgetary goals.
Testing and Quality Assurance:
Conduct comprehensive testing to ensure the accuracy and reliability of transcriptions in the updated pipeline.
Validate that all pipeline components interact correctly with the new transcription method.
Documentation and Training:
Update system documentation to reflect the changes made in the transcription process.
Provide training or guidance to the team on the new transcription integration.
Tasks:
[ ] Evaluate the existing audio processing pipeline and identify points of integration for the new transcription method.
[ ] Develop and implement the integration of Gemini Pro within the pipeline.
[ ] Conduct side-by-side comparisons of transcriptions from OpenAI Whisper and Gemini Pro to ensure quality standards are met.
[ ] Perform a cost analysis to highlight savings from the switch.
[ ] Update technical documentation and provide necessary training for team members.
Notes:
Ensure that the integration process includes fallback mechanisms in case of issues with the new transcription method.
Monitor pipeline performance post-integration to address any potential bottlenecks or errors.
Consider future scalability and maintainability of the pipeline with the new transcription solution in place.
linear[bot]
commented
1 day ago
As a developer, I want to replace the OpenAI Whisper component with Gemini Pro for the transcription phase in our audio processing pipeline so that we can reduce costs and maintain transcription reliability.
Acceptance Criteria:
Tasks:
Notes: