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Self Hosted Whisper Support

Overview​

Enable local deployment of Whisper models with custom fine-tuning capabilities and offline transcription support.

Project Details​

Skills Required​

  • Python
  • Docker
  • System optimization
  • Audio processing
  • CI/CD
  • Ruby on Rails
  • Infrastructure management

Acceptance Criteria​

  1. Successfully deploy Whisper model locally
  2. Support offline operation
  3. Enable model fine-tuning
  4. Implement resource usage monitoring
  5. Create Docker deployment solution
  6. Document deployment and maintenance procedures

Milestones​

Phase 1: Local Deployment (20-25 hours)​

  • Set up local Whisper environment
  • Create deployment scripts
  • Implement basic transcription
  • Test performance metrics

Phase 2: Optimization (25-30 hours)​

  • Optimize resource usage
  • Implement caching mechanisms
  • Add monitoring tools
  • Create health checks

Phase 3: Docker & CI/CD (20-25 hours)​

  • Create Docker configuration
  • Set up CI/CD pipeline
  • Implement automated testing
  • Create deployment guides

Phase 4: Documentation & Testing (15-20 hours)​

  • Write technical documentation
  • Create maintenance guides
  • Performance testing
  • Security review