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How to optimize CSM Voice Cloning for cloud speed?

2025-08-29 1.5 K

Modal Cloud Acceleration Practical Guide

The processing speed of 50% or more can be enhanced by reasonable configuration:

  • GPU Selection Strategy
    Specified in modal_voice_cloning.py:
    • Foundation Acceleration:gpu='T4'(Cost-effective choice)
    • Extreme Mode:gpu='A100'(Processing time halved)
  • Cache Optimization Tips
    Modify the code to implement it:
    1. Add:@stub.function(keep_warm=1)Keeping the instance hot-started
    2. Setting:@mount_local_dirAvoid duplicate model uploads
  • Batch processing program
    Use Modal Queue:with stub.run(queue_name='fast')Realization:
    • Parallel processing of multiple speech generation tasks
    • Automatic load balancing

Note: A100 instances require contacting Modal for quota requests and are suitable for enterprise level users.

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