Saving html file with images in bokeh

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I'm creating a bokeh plot containing several images. I create and show my file like this:

output_file(my_dir + "Graphs\\graph")
show(bar)

It then shows me the plot and creates a graph.html file in my directory "Graphs". But when I open the html later, the plot doesn't contain the images. How can I save the html file, so that it contains the images as well?

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