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How to solve compatibility issues when deploying multi-platform models?

2025-08-23 679
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MNN Multi-Platform Deployment Compatibility Solution

Address compatibility challenges between iOS/Android/embedded devices:

  • Harmonization of model formats:: Conversion of different framework models into standard MNN format
  • Abstract Hardware Interface:: Compatibility with different devices through a computational back-end abstraction layer
  • Dynamic loading mechanism:: Automatic selection of the optimal computational backend at runtime
  • version management: Ensure compatibility using MNN's versioned model format

Specific implementation recommendations:

1. Specify the target platform for model conversion:
. /MNNConvert -bizCode MNN -forDevice Android

2. Automatic back-end selection at runtime:
config.backupType = MNN_FORWARD_CPU; // set the backup scheme

3. Use the MNN-Express API:
Supports control flow and conditional branching, adapting to the characteristics of different platforms

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