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I am afraid you are over-optimistic with triSYCL and TensorFlow. :-(
While we have tried a few years ago, we gave up this route because TensorFlow is too huge for our small team to support and there are some more efficient official ways nowadays to run TensorFlow on a target: XLA, MLIR, OpenMP, some specific back-ends...
Please refer to tensorflow/tensorflow#38737
Cheers
Pei
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