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A description of how Canny works shows wikipedia, whereas the OpenCV version doesn't use the Gaussian filter step, you have to do it by yourself if you want. The parameters are described here. Sometimes it is helps to read the documentation ;).

That you get the same results for different parameters is a feature of Canny because an edge is defined by the local maximum gradient.