7. Tips and Tricks

This section lists some tips and tricks that might be useful for using Literate.

Filesize of generated notebooks

When Literate executes a notebook the return value, i.e. the result of the last Julia expression in each cell is captured. By default Literate generates multiple renderings of the result in different output formats or MIMEs, just like IJulia.jl does. All of these renderings are embedded in the notebook and it is up to the notebook frontend viewer to select the most appropriate format to show to the user.

A common example is images, which can often be displayed in multiple formats, e.g. PNG (image/png), SVG (image/svg+xml) and HTML (text/html). As a result, the filesize of the generated notebook can become large.

In order to remedy this you can use the clever Julia package DisplayAs to limit the output capabilities of an object. For example, to "force" an image to be captures as image/png only, you can use

import DisplayAs
img = plot(...)
img = DisplayAs.PNG(img)

This can save some memory, since the image is never captured in e.g. SVG or HTML formats.

Note

It is best to always let the object be showable as text/plain. This can be achieved by nested calls to DisplayAs output types. For example, to limit an image img to be showable as just image/png and text/plain you can use

img = plot(...)
img = DisplayAs.Text(DisplayAs.PNG(img))

Debugging code execution

When Literate is executing code (i.e. when execute = true is set), it does so quietly. All the output gets captured and nothing gets printed into the terminal. This can make it tricky to know where things go wrong, e.g. when the execution stalls due to an infinite loop.

To help debug this, Literate has an @debug statement that prints out each code block that is being executed. In general, to enable the printing of Literate's @debug statements, you can set the JULIA_DEBUG environment variable to "Literate".

The easiest way to do that is to set the variable in the Julia session before running Literate by doing

ENV["JULIA_DEBUG"]="Literate"

Alternatively, you can also set the environment variable before starting the Julia session, e.g.

$ JULIA_DEBUG=Literate julia

or by wrapping the Literate calls in an withenv block

withenv("JULIA_DEBUG" => "Literate") do
    Literate.notebook("myscript.jl"; execute=true)
end