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How to avoid framework compatibility issues when deploying AI services?

2025-08-20 205

The following measures are required to resolve framework compatibility issues:

1. Environmental isolation::
- Create a standalone environment using conda (conda create -n fastdeploy python=3.8)
- Strictly install the specified version of PaddlePaddle (paddlepaddle==0.0.0)

2. Back-end control::
- Enable the backend by explicitly declaring it through an environment variable:
export ENABLE_ORT_BACKEND=ON
export ENABLE_PADDLE_BACKEND=ON
- or specified in the code (model.set_backend('onnxruntime'))

3. Versioning::
- Regularly check for GitHub updates (FastDeploy updates frequently)
- utilizationfastdeploy.__version__Verifying Version Conformance

4. Dependency checks::
- Ensure base dependencies are complete (OpenCV/Numpy, etc.)
- Recommended for adoptionpython -m pip install -r requirements.txtbatch installation

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