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Pseudo-hacky sugar around generators. If you write nested for loops or nested functions a(b(c([1,2,3]))) this might help you.

Basically it looks like this:

[1, 2, 3] | add(2) | list == [3, 4, 5]

where

@worker
def add(items, n):
        for i in items:
                yield i + n

The leftmost argument always is the iterator coming from the left side. The other arguments represent a bound state. Using this worker is a two-step process.

adder = add(2)                # bind a state in a closure
adder([1, 2, 3]) == [3, 4, 5] # apply an iterator

workers tend to be very simple and short, reusable and easy to test.

@worker
def echo(items):
        for i in items: yield i
echo = echo()   # echo 'has' no state
assert [1, 2, 3] | echo == [1, 2, 3]

Sometimes you can achieve something like this:

filter_audio_files = fs.filter_by_ext(['.mp3'])

@producer
def folders_with_audio_files(path):
    for root, folders, filenames in os.walk(path):
        if any(filenames | filter_audio_files):
            yield root


@worker
def that_need_fix(paths):
        for path in paths:
                files     = listdir(path) | filter_audio_files | join_path(path) | list
                dos_names = files | get_83DOS_name | list

                if files.sort() != dos_names.sort():
                        yield path
that_need_fix = that_need_fix()


# and the outermost commands in a script then look like this

#give me all folders with mp3-files inside, e.g. print them to stdout
folders_with_audio_files(root)
#give me all folder that need a specific fix, aka dry-mode
folders_with_audio_files(root) | that_need_fix
#actually apply a fix to these folders
folders_with_audio_files(root) | that_need_fix | apply_fix

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