The deploy_classification.py tutorial does not work when used with Chisel based targets such as TSIM and DE10NANO, suggesting this is a runtime related issue coupled with the Chisel based implementation.
The test runs successfully when replacing the timer() call on line 255 with a direct call to the inference model m.run(), suggesting that the problem maybe due to bad state or re-initialization across subsequent runs commanded by the timer() module which by default makes 12 runs.