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A text generator based on f-strings

Project description


fstringen (pronounced: f-string-gen) is a library for writing text and code generators in Python. It builds upon f-strings available in Python 3.6+, and it is based on two core concepts: models and generators.

fstringen was designed to generate code based on OpenAPI specs, but that's just one possible use case. It can take any dictionary-equivalent model (including YAML and JSON) and turn that into a browsable model, with rudimentary support for cross-references. Generators then transform this model in the desired output.

A Selectable is simply a Python dictionary (which may be sourced from a YAML or JSON file) representing a hierarchy, typically with deep nesting. The select operation is run on Selectables to select a new Selectable based on a path selection mechanism. Model is just an alias for Selectable, and it's usually used when referring to a Selectable loaded from a file

Generators are functions annotated with the @gen() decorator, which gives some extra powers to special f-strings expressions in them (automagic indentation, smart list insertion and scope-related hacks). Generators may also be configured to automatically output to files, with optional header notices.


You can install directly from PyPI:

$ pip3 install fstringen --user


fstringen is based on special f-strings, called fstringstars. They are basically triple-quoted f-strings that start and ends with an asterisk (*). This special syntax indicates to fstringen that the string should be adapted with extra features like automagic indentation, smart list insertion and scope-escaping tricks.

A generator that outputs to a file looks like this (this is the file in this project):

from fstringen import gen, Model

model = Model.fromDict({
    "structs": {
        "mystruct": {
            "color": "string"
        "anotherstruct": {
            "name": "string",
            "age": "int"

def gen_struct(struct):
    fields = ["{} {}".format(, field)
              for field in"*")]

    return f"""*
    type {} struct {{


@gen(model=model, fname="myfile.go", comment="//")
def gen_myfile(model):
    return f"""*
    package main

    // Let's generate some structs!
    {[gen_struct(struct) for struct in"/structs/*")]}

All generator functions using fstringstars must be decorated with @gen(). When no parameters are given, the generator is considerate a subordinate generator (i.e., they need to be called explicitly from other generators). When the model and fname arguments are used, the generator becomes a file generator, which is automatically executed and output to that file when the script exists (i.e., you don't need to explicitly call file generators).

Inside generators, fstringstars can use regular f-string {expression} invocations.

The real power of fstringen comes with Selectables and Models, which allow easy selection of data (Model is just an alias for Selectable, and Model is usually used when referring to a Selectable loaded from a file):

  • Every Selectable has the select method, which takes a path and returns a new Selectable based on the query that path indicates.
  • Every Selectable has a name attribute, corresponding to the dictionary key or array index for that element.
  • If a path ends with /* and the preceding path contains a dictionary, a Selectable list of Selectables is returned, containing all items in that dictionary.
  • If a path element ends with ->, the value contained in that attribute is assumed to contain a path (absolute or relative), and that path is used to look up the referenced object in the same Model.
  • Three convenience methods are also available in Selectables. All of them can take a path to query under that Selectable, of if called without a path, they apply to the Selectable in question:
    • is_reference checks whether a given Selectable contains a reference.
    • has allows for verification of the existence of a path under that Selectable.
    • is_enabled method verifies that the path exists and has a truthy value.

The two main imports from fstringen are gen and Model. An additional import is available, Mapper, but it's entirely optional. It wraps a dictionary for looking up things like type mappings, and it returns alarming strings when no match is found.

Fstringstars have one important distiction when compared to regular triple-quoted strings: their first and last \n are discarded when present. Therefore, the following are all equivalent:

fstringstar = f"""*

fstringstar = f"""*...*"""

fstringstar = f"""*

fstringstar = f"""*...

This design intentional, especially because it enables the first style shown above (newline at the start, newline at the end), which makes generators more readable. Avoid using regular triple-quoted strings in generators to keep behavior more preditable and consistent.

Also, please note that using single-quotes to define fstringstars is not supported (i.e., f'''*...*''' is not a valid fstringstar).


fstringen does dangerous things with scope and function re-declaration. This means you should only use it in scripts that are code generators, and code generators alone (i.e., they don't do anything else). We sacrificed correctness for neatness and ease-to-use.

Since fstringen tramples over all common sense, pretty much all exceptions are intercepted and transformed into custom error messages. Otherwise, because of the scope tricks and function re-declarations, most tracebacks and error messages become useless and confusing.

Python 3.6+ is required. PyYAML is an optional dependency.

Known issues

Because of Python limitations, a few things are not possible:

Quotes in fstringstars strings

Just as you can't have a triple-quoted string that starts or ends with quotes in Python:

my_str = """"a""""

You can't have a fstringstar like this:

my_fstringstar = f"""*"a"*"""

That's because Python can't figure out how that string starts or ends (fstringstars are compiled to triple-quoted Python f-strings). You achieve the same result by escaping quotes with // when they start or end a string:

my_fstringstar = f"""*\\"a\\"*"""

Don't compare with is and avoid isinstance

When dealing with a Selectable or a Model, don't use the is comparison operator. Consider the following code:

mybool ="/path/to/a/bool")

When checking whether mybool is True or False, do it using == or if in a conditional, just check the value directly without a comparison (if mybool). The same applies to None.

The reason for this limitation is that select always returns a Selectable, and a Selectable can never be compared to Python objects using the is operator, which verifies that two expressions point to the same object. However, equality operators (== and !=) work just fine because Selectable applies some magic.

Because NoneType and bool cannot be subclassed in Python, a Selectable isn't able to inherit from those (as it does for int, str, list, dict, etc.). For that reason, you should also avoid using isinstance. Instead, you can verify the original type for a value by checking the type attribute in a Selectable.

Variable scoping in list comprehensions

List comprehensions have their own frame and local scope in Python 3+, and the scope-escaping tricks fstringen uses don't work in them.

So if you have code like this:

myvar = "myvalue"

return f"""*

{[do_something(entity, myvar) for entity in"/entities/*")]}

It will not work, because myvar will not be accesible to that list comprehension. To work around this, you can either have the list comprehension ouside the fstringstar, or directly embed the variable's value in the list comprehension expression.

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