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What are the key steps to improve the problem of dependency conflicts in the local deployment of multimodal models?

2025-08-19 308

The standardized deployment process provided by UniPic allows for a systematic solution:

  • environmental isolation: Creating a dedicated Python 3.10.14 environment with conda
  • dependency lock: Byrequirements.txtFixed library version
  • route management: SettingsPYTHONPATH=./Avoiding module import conflicts
  • Hardware Verification: Runnvidia-smiConfirm CUDA version matches PyTorch
  • troubleshooting: The GitHub Issues page provides a repository of solutions to common errors.

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