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unable to fix it. latest dev ort, dispoing tensors, restarting the session/worker. nothing, crashes every time.

defaulting to wasm on ios devices now

Maybe try using https://www.npmjs.com/package/@jax-js/onnx ? It supports most ONNX ops and should be drop-in replacement, e.g., https://jax-js.com/d-fine

Disclaimer: I am the author