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Python code-generation for Python

Project description

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This is a Python code-generation module.

  • Generates any Python statement/expression
  • Places parens to ensure expression priorities are unchanged
  • Places extra newlines before/after class/function definitions to conform with PEP 8
  • 100% coverage of type hints, passing MyPy with --disallow-any-expr
  • Meaningful type hierarchy inspired by Python grammar
  • Covered with diamonds tests completely

Rendering and configuration

To render any Renderable into a string, you could use a few approaches:

  • str(renderable): renders a Renderable with default configuration (check below)
  • renderable.render_str(): also default configuration
  • renderable.render_str(config): overrides default config options with provided in config mapping. Unspecified keys remain at default values

Here is current default config:

default_config: Config = {
    "tab_size": 4,  # how much chars to use in indentation
    "compact": False,  # if True, renders without redundant whitespace (e.g "for [i, e] in enumerate(a)" renders as "for[i,e]in enumerate(a)")
    "tab_char": " ",  # character used for indentation
    # "place_semicolons" and "inline_small_stmts" options have some performance impact, since those require checking for newlines in token stream before re-streaming tokens.
    # this impact is probably negligible, but be aware of it
    "place_semicolons": False,  # if True, semicolons are placed after one-line statements
    "inline_small_stmts": False,  # if True, one-line statements are inlined. Overrides "place_semicolons" if True.
}

Expressions

Basic expressions

Your starting points would be to_expression and Name:

from gekkota import Name, to_expression

# Name(name: str, annotation: Optional[Expression] = None)
# to_expression(value: int | float | complex | str | bytes | bool | None)

a = Name("a")
b = Name("b")
six = to_expression(6)

# prints 'a + b * 6'
print(
    (a + b * six)
)

Name, as many other classes in the module, is an Expression instance

Expressions support most operations to combine with other expressions.
Exceptions are:

  • Attribute reference: for that you should use Expression.getattr(other: str)
  • Indexing: Expression.index(index: Expression)
  • Slicing: Expression.index(index: Union[SliceExpr, Sequence[SliceExpr]])
  • Equality / Inequality: Expression.eq(right_hand_side) and Expression.neq(right_hand_side) respectively
  • is: Expression.is_(right_hand_side),
  • is not: Expression.is_not(right_hand_side)
  • in: Expression.in_(right_hand_side)
  • not in: Expression.not_in(right_hand_side)
  • and: Expression.and_(right_hand_side)
  • or: Expression.or_(right_hand_side)
  • await: Expression.await_()
  • := assignment: Expression.assign(value)
  • Ternary operator: Expression.if_(condition, alternative)

For example:

from gekkota import Name

a = Name("a")
b = Name("b")

expression = a.await_().in_(b)

print(expression) # await a in b

For any other operation on expressions you can just use familiar Python syntax:

from gekkota import Name

a = Name("a")
b = Name("b")
c = Name("c")

print(
    (a + b * c / a(b, c)) # 'a + b * c / a(b, c)'
)

Sequences

Most convenient way to create sequence literals is, again, to_expression:

from gekkota import to_expression, Name

a = Name("a")
b = Name("b")

print(
    to_expression( (a, b, 6) ), # '(a, b, 6)' (notice that to_expression is recursive)
    to_expression( (a, ) ),     # '(a, )'
    to_expression([a, b]),      # '[a, b]'
    to_expression([]),          # '[]'
    to_expression({a: b}),      # '{a: b}'
    to_expression(set()),       # 'set()'
    to_expression([a, [a, b]]), # '[a, [a, b]]'
)

If you want to have more precise control, you can use TupleExpr, ListExpr, SetExpr and DictExpr for this. All have same constructor signature: (values: Sequence[Expression]) (except DictExpr, which has KeyValue values)

To create comprehensions:

from gekkota import Name, GeneratorFor, GeneratorIf
from gekkota import (
    ListComprehension,
    DictComprehension,
    KeyValue,
    SetComprehension, # same usage as ListComprehension
)

a, b, c, d = map(Name, "abcd")

# ListComprehension(generator_or_expr: GeneratorBase | Expression, parts: Sequence[GeneratorPart] = ())
print(
    ListComprehension(
        a, 
        [
            # GeneratorFor(target: AssignmentTarget, iterator: Expression, *, is_async: bool = False)
            GeneratorFor(b, c), 
            
            # GeneratorIf(condition: Expression)
            GeneratorIf(b.eq(d))
        ]
    )
) # [a for b in c if b == d]

# DictComprehension(generator_or_expr: GeneratorBase | KeyValue, parts: Sequence[GeneratorPart] = ())
# GeneratorPart == GeneratorFor | GeneratorIf
print(
    DictComprehension(KeyValue(a, b), [GeneratorFor(c, d), GeneratorIf(b.eq(d))])
) # {a: b for c in d if b == d}

Keyword call args

Use CallArg to provide keyword call args:

from gekkota import Name, to_expression

print_ = Name("print")

# CallArg(name: str, value: Optional[Expression] = None)
print(
    print_(
        Name("a"),
        CallArg("b"),
        CallArg("sep", to_expression(", "))
    )
) # print(a, b, sep=', ')

Type hints

To annotate a name, just pass an additional parameter to Name:

from gekkota import Name

a = Name("a", Name("int"))

print(a) # a: int

Be aware that this usage is not restricted to valid places at the moment. For example:

from gekkota import Name

a = Name("a", Name("int"))

# doesn't produce any typecheck errors
print(a + a) # a: int + a: int
print(Name("b", Name("a", Name("int")))) # b: a: int

This would probably be fixed in the future in some way. Annotations for other code (namely function args and return types) is described in relevant sections.

Statements

To render program code (with multiple statements), use Code:

from gekkota import Code, Assignment, Name

a = Name("a")

six = Literal(6)

create_variable = Assignment(
    [Name("a")], 
    six + six
)

print_variable = Name("print")(a)

print(
    Code([
        create_variable,
        print_variable,
    ])
)
# prints:
# a = 6 + 6
# print(a)

To render a block of code, use Block:

from gekkota import Block, IfStmt, Assignment, Name

a = Name("a")
b = Name("b")

six = Literal(6)

create_variable = Assignment(
    [Name("a")], 
    six + six
)

print_variable = Name("print")(a)

print(
    IfStmt(
        b, 
        Block([
            create_variable,
            print_variable,
        ])
    )
)
# prints:
# if b:
#     a = 6 + 6
#     print(a)

If the difference between two is not obvious: Code just renders statements on separate lines, while block also adds a newline before the first statement and indentation to every line. Moreover, Code([]) renders into "", while Block([]) — into "\n pass"

Small statements

Here is an example of a few small statements:

from gekkota import Name, SequenceExpr
from gekkota import (
    ReturnStmt, 
    DelStmt, 
    AssertStmt, 
    BreakStmt, 
    ContinueStmt, 
    YieldStmt, 
    YieldFromStmt, 
    NonLocalStmt, 
    GlobalStmt, 
    PassStmt, 
    RaiseStmt, 
    AsyncStmt
)

a, b, c = map(Name, "abc")

print(ReturnStmt(a)) # 'return a'

print(YieldStmt(a)) # 'yield a'
print(YieldFromStmt(b)) # 'yield from b'

print(DelStmt(a, b)) # 'del a, b'

print(AssertStmt(a)) # 'assert a'

print(BreakStmt()) # 'break'

print(ContinueStmt()) # 'continue'

print(GlobalStmt(a, b)) # 'global a, b'
print(NonLocalStmt(a, b)) # 'nonlocal a, b'

print(PassStmt()) # 'pass'

print(RaiseStmt()) # 'raise' 
print(RaiseStmt(a)) # 'raise a'
print(RaiseStmt(a, b)) # 'raise a from b'

Assignment

For common assigment use Assignment:

from gekkota import Assignment, Name

a, b, c = map(Name, "abc")

# Assignment(targets: Sequence[AssignmentTarget], value: Expression)

print(
    Assignment([a], b), # a = b
    Assignment([a.index(b)], c) # a[b] = c
    Assignment([a, b], c), # a = b = c
)

For augmented assignment (e.g. +=) use AugmentedAssignment:

from gekkota import Assignment, Name

a, b, c = map(Name, "abc")

# AugmentedAssignment(target: AugAssignmentTarget, op: str, expression: Expression)

print(
    AugmentedAssignment(a, "+=", b), # a += b
    AugmentedAssignment(a.index(b), "*=", c) # a *= c
)

Control flow

For control flow you can use IfStmt, ElifStmt and ElseStmt:

from gekkota import Name, IfStmt, ElifStmt, ElseStmt, Code

a, b, c = map(Name, "abc")

# IfStmt(condition: Expression, body: Statement)
# ElifStmt(condition: Expression, body: Statement)
# ElseStmt(body: Statement)
code = Code([
    IfStmt(a, b),
    ElifStmt(b, a),
    ElseStmt(c)
])

print(code)
"""
if a: b
elif b: a
else: c
"""

Loops

Use ForStmt and WhileStmt for loops:

from gekkota import ForStmt, WhileStmt, Name

a, b, c = map(Name, "abc")

# ForStmt(target: Expression, iterator: Expression, body: Statement, *, is_async: bool = False)
print(
    ForStmt(a, b, c)
) # for a in b: c

# WhileStmt(condition: Expression, body: Statement)
print(
    WhileStmt(a, b)
) # while a: b

Functions

To render a function definition, you will need a FuncDef:

from gekkota import Name, FuncDef

a, b, c = map(Name, "abc")

# FuncDef(name: str, args: Sequence[FuncArg], body: Statement, *, rtype: Optional[Expression] = None, is_async: bool = False)
print(
    FuncDef(
        "cool_func",
        [a],
        b,
        rtype=c,
    )
) # def cool_func(a) -> c: b

To provide a default value and/or annotations to arguments, use FuncArg:

from gekkota import Name, FuncDef, FuncArg, to_expression

a, b, c = map(Name, "abc")

# FuncDef(name: str, args: Sequence[FuncArg], body: Statement, *, rtype: Optional[Expression] = None, is_async: bool = False)
# FuncArg(name: str, annotation: Optional[Expression] = None, default_value: Optional[Expression] = None)
print(
    FuncDef(
        "cool_func",
        [
            FuncArg(
                "a", 
                Name("int"), 
                to_expression(0)
            )
        ],
        b,
        rtype=c,
    )
) # def cool_func(a: int = 0) -> c: b

Other argument types are:

  • StarArg(value: T = None): generates *value, * by default
  • DoubleStarArg(value): same as StarArg, but with **
  • Slash() is / (a mark of positional-only arguments in Python 3.8+)

Lambda functions are generated using LambDef:

from gekkota import Name, LambDef

a, b, c = map(Name, "abc")

# LambDef(args: Sequence[FuncArg], body: Expression)
print(
    LambDef(
        [a],
        b,
    )
) # lambda a: b

To decorate a function/class, use Decorated:

from gekkota import Name, FuncDef, Decorated

decorator = Name("decorator")
a, b, c = map(Name, "abc")

# Decorated(decorator: Expression, statement: ClassDef | FuncDef)
# FuncDef(name: str, args: Sequence[FuncArg], body: Statement, *, rtype: Optional[Expression] = None, is_async: bool = False)
print(
    Decorated(
        decorator,
        FuncDef(
            "cool_func",
            [a],
            b,
            rtype=c,
        )
    )
)
# @decorator
# def cool_func(a) -> c: b

Classes

To define a class, use ClassDef:

from gekkota import Name, ClassDef

a, b, c = map(Name, "abc")

# ClassDef(name: str, args: Sequence[CallArg | Expression], body: Statement)
print(
    ClassDef("MyClass1", [], a)
) # class MyClass1: a

print(
    ClassDef("MyClass2", [b], c)
) # class MyClass2(b): c

Imports

To render imports, use ImportStmt and FromImportStmt:

from gekkota import Name, StarArg, ImportDots, ImportSource, ImportStmt, FromImportStmt, ImportAlias


# ImportStmt(names: Sequence[ImportAlias | Name | StarArg[None]])
print(
    ImportStmt([Name("a")])
) # import a

print(
    ImportStmt([Name("a"), Name("b")])
) # import a, b

# FromImportStmt(source: ImportSource | Name, names: Sequence[ImportAlias | Name | StarArg[None]])
# ImportAlias(name: Name, alias: Name | None = None)
print(
    FromImportStmt(
        Name("math"), 
        [
            Name("cos"), 
            ImportAlias(Name("sin"), Name("tan")) # we do a little trolling
        ]
    )
) # from math import cos, sin as tan

print(
    FromImportStmt(
        Name("gekkota"),
        [StarArg()]
    )
) # from gekkota import *

# ImportDots(length: int = 1)
print(
    FromImportStmt(
        ImportDots(),
        [StarArg()]
    )
) # from . import *

# ImportSource(parts: Sequence[str])
print(
    FromImportStmt(
        ImportSource(["", "values"]),
        [Name("Name")]
    )
) # from .values import Name

Exceptions

from gekkota import Name, TryStmt, ExceptStmt, FinallyStmt, Block

a, b, e = map(Name, "abe")

# TryStmt(body: Statement)
print(
    TryStmt(a)
) # try: a

# ExceptStmt(exceptions: Sequence[Expression] | None, alias: Name | None, body: Statement)
print(
    ExceptStmt(None, None, a)
) # except: a

print(
    ExceptStmt(None, None, Block([]))
) 
# except:
#     pass

print(
    ExceptStmt([a], None, b)
) # except a: b

print(
    ExceptStmt([a], e, b)
) # except a as e: b

# FinallyStmt(body: Statement)
print(
    FinallyStmt(a)
) # finally: a

Context Managers

from gekkota import Name, WithStmt, WithTarget

a, b, e = map(Name, "abe")

# WithStmt(targets: Sequence[WithTarget | Expression], body: Statement, *, is_async: bool = False,)
print(
    WithStmt([a], b)
) # with a: b

# WithTarget(expression: Expression, alias: str | None = None)
print(
    WithStmt([WithTarget(a, "aaaa")], b)
) # with a as aaaa: b

print(
    WithStmt([a], b, is_async=True)
) # async with a: b

Pattern matching

This section is currently unfinished, check pattern_matching.py

Custom rendering

If your custom element can be meaningfully represented as a combination of existing elements, you can use a function instead of a class:

from gekkota import Expression

def Square(e: Expression) -> Expression:
    return e * e

This is a pretty obvious approach, but often it works best.


While being aimed at Python code generation, gekkota is pretty extensible, and can be used to render different things.
You can build custom renderables, statements, expressions, and so on.

The simplest example of a custom renderable would be:

from gekkota import Renderable, StrGen, Config


class RenderString(Renderable):
    """It renders whatever is passed to it"""

    def __init__(self, value: str):
        self.value = value

    def render(self, config: Config) -> StrGen:
        yield self.value

Let's suppose you want to render a custom expression: a custom sequence literal (obviously isn't valid in Python, but you need it for some reason).
Suppose your custom literal would be in form of <|value1, value2, ...|>.

You can extend SequenceExpr for that:

from gekkota import SequenceExpr, Name

class MyCoolSequence(SequenceExpr):
    parens = "<|", "|>"


seq = MyCoolSequence([Name("a"), Name("b")])

print(seq) # <|a,b|>

That's it, you're ready to render this literal (which, again, isn't valid in Python but anyway).

Or you could go further and write rendering by yourself (it's easier than it sounds):

from gekkota import Expression, Config


class MyCoolSequence(Expression):
    def __init__(self, values: Sequence[Expression]):
        self.values = values

    # could be rewritten to be simpler, check `Useful utils` section below
    def render(self, config: Config) -> StrGen:
        yield "<|"

        for i, item in enumerate(self.values):
            yield from item.render(config)

            if i + 1 < len(self.values): # no comma after last element
                yield ","
                yield " "

        yield "|>"

It's fairly easy, just render every part in the right order:

  • To render a string, use yield string
  • To render a Renderable, use yield from renderable.render(config)

Choosing a right base class

To choose a right base class, think in what context you want to use your renderable.
If there is a similar context in Python (e.g. your renderable is a block statement, like for or if), extend that class.

After choosing a right base class, check if it has a predefined render, maybe you won't need to write everything by yourself.
For example, with BlockStmt you need to provide render_head instead:

# that's the actual source from module, not an example

class BlockStmt(Statement):
    body: Statement

    def render_head(self, config: Config) -> StrGen:
        return NotImplemented

    def render(self, config: Config) -> StrGen:
        yield from self.render_head(config)
        yield ":"
        yield " "
        yield from self.body.render(config)

[...]

class ElseStmt(BlockStmt):
    def __init__(self, body: Statement):
        self.body = body

    def render_head(self, config: config) -> StrGen:
        yield "else"

Useful utils

gekkota.utils provides Utils class which is useful for custom renderables. For example, custom MyCoolSequence could be implemented as:

from gekkota import Expression, Utils


class MyCoolSequence(Expression):
    def __init__(self, values: Sequence[Expression]):
        self.values = values

    def render(self, config: config) -> StrGen:
        yield from Utils.wrap(
            ["<|", "|>"],
            Utils.comma_separated(self.values, config)
        )

Methods provided in Utils:

  • add_tab(generator: StrGen, config: Config) -> StrGen Adds indentation to a stream of tokens, using provided config For example, Utils.add_tab(Name("a").render(config), config) -> Iterable of [' ', 'a']

  • separated(separator: Sequence[str], renderables: Sequence[Renderable], config: Config) -> StrGen Inserts separator between renderables (and renders them in stream) For example: Utils.separated([",", " "], self.values, config) - inserts ", " between elements of self.values

  • separated_str(separator: Sequence[str], strings: Sequence[str], config: Config) Same as previous, but for str sequences

  • comma_separated(renderables: Sequence[Renderable], config: Config) -> StrGen Alias for Utils.separated([",", " "], renderables, config)

  • make_compact(generator: StrGen, config: Config) -> StrGen Filters all unneccessary whitespace from stream (doesn't respect config["compact"]). Config is unused at the moment, but provided for compatibility with future updates

  • wrap(parens: Sequence[str], generator: StrGen) -> StrGen Wraps a token stream with strings from parens array (should have 2 elements). In other words, inserts parens[0] at the start of the stream, and parens[1] at the end

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