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zhijian-liu avatar zhijian-liu commented on May 23, 2024 1

Hi, we choose MACs instead of FLOPs because it is more well defined. The computation of FLOPs has many choices to make. For instance, we need to decide how many FLOPs one division requires, one tanh requires, and one exp requires.

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orashi avatar orashi commented on May 23, 2024

Yeah there are ambiguities in terms of how to deal with certain operations. Nevertheless, You may kindly just provide a verson of FLOPs stat practice of how your previous papers does it, It's been reviewed afte all. And that's the absolute mainstream metric of computational cost in the academic world.

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isdanni avatar isdanni commented on May 23, 2024

Yeah there are ambiguities in terms of how to deal with certain operations. Nevertheless, You may kindly just provide a verson of FLOPs stat practice of how your previous papers does it, It's been reviewed afte all. And that's the absolute mainstream metric of computational cost in the academic world.

Yes, actually I was wondering the same thing. Also, I wonder if we use a FLOPs computation tool(parameters all defined by users) to compare the performance of different models(e.g. resnet, vgg...), would that affect the result? I personally don't think so because the evaluation metrics are the same. (Please correct me if I'm wrong cuz I'm really new to this area)

So in that case, the accuracy of the FLOPs computation wouldn't be a problem?

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