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Splitting models in ONNX

I want to evaluate the performance of a model. But I want to do a layer-wise evaluation for this I would need to split the DL model into layers/ sub-graphs. Do yall have any suggestions or resources where this has been done. I know ONNX lets you create a model sub-graph but that’t not specific to each layer. What if I want to split the models based on layers and not the nodes?