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import ast
import copy
from dataclasses import dataclass
from itertools import zip_longest
from typing import Any, Dict, Protocol
@dataclass(frozen=True)
class TransformationResult:
"""Output of applying a transformation (placeholder)."""
code: str
changed: bool
metadata: Dict[str, Any]
class Transformation(Protocol):
"""Protocol for a code transformation."""
name: str
def apply(self, code: str) -> TransformationResult: ...
def noop_transformation(code: str) -> TransformationResult:
"""Baseline transformation that leaves code unchanged."""
return TransformationResult(code=code, changed=False, metadata={"kind": "noop"})
def _finalize_result(*, original: str, out: str, meta: Dict[str, Any]) -> TransformationResult:
"""
Standardize metadata across transformations.
- Adds `lines_changed` and `impact` for explainability/metrics.
- Ensures formatting-only changes don't count as `changed`.
"""
def _count_lines_changed(a: str, b: str) -> int:
a_lines = a.splitlines()
b_lines = b.splitlines()
changed = 0
for x, y in zip_longest(a_lines, b_lines, fillvalue=None):
if x != y:
changed += 1
return int(changed)
lines_changed = _count_lines_changed(original, out)
# Fallback identity check: AST round-trips can reformat without changing meaning.
# If the textual content is the same after stripping, treat it as unchanged.
if out.strip() == original.strip():
meta["success"] = False
meta["lines_changed"] = 0
meta["impact"] = "low"
return TransformationResult(code=original, changed=False, metadata=meta)
meta["lines_changed"] = lines_changed
meta["impact"] = "high" if lines_changed >= 3 else "low"
meta["success"] = True
return TransformationResult(code=out, changed=True, metadata=meta)
def _unchanged(*, code: str, meta: Dict[str, Any]) -> TransformationResult:
meta.setdefault("success", False)
meta.setdefault("lines_changed", 0)
meta.setdefault("impact", "low")
return TransformationResult(code=code, changed=False, metadata=meta)
def rename_variable(code: str) -> TransformationResult:
"""
Rename simple, generic variable names to more descriptive ones.
Hackathon-scope heuristic:
- Rename generic names in priority order: x, tmp, i.
- Uses descriptive base names and avoids collisions.
- Applies to Name nodes and function args.
"""
meta: Dict[str, Any] = {"type": "rename_variable", "success": False}
try:
tree = ast.parse(code)
class _NameCollector(ast.NodeVisitor):
def __init__(self) -> None:
self.names: set[str] = set()
def visit_Name(self, node: ast.Name) -> None: # noqa: N802
self.names.add(node.id)
def visit_arg(self, node: ast.arg) -> None: # noqa: N802
self.names.add(node.arg)
collector = _NameCollector()
collector.visit(tree)
rename_plan = [
("x", "value"),
("tmp", "temp_value"),
("i", "index"),
]
old = ""
base_new = "value"
for candidate_old, candidate_base in rename_plan:
if candidate_old in collector.names:
old = candidate_old
base_new = candidate_base
break
if not old:
return _unchanged(code=code, meta=meta)
new = base_new
i = 1
while new in collector.names:
new = f"{base_new}{i}"
i += 1
class _Renamer(ast.NodeTransformer):
def __init__(self, old_name: str, new_name: str) -> None:
self.old_name = old_name
self.new_name = new_name
self.changed = False
def visit_Name(self, node: ast.Name) -> ast.AST: # noqa: N802
if node.id == self.old_name:
self.changed = True
return ast.copy_location(ast.Name(id=self.new_name, ctx=node.ctx), node)
return node
def visit_arg(self, node: ast.arg) -> ast.AST: # noqa: N802
if node.arg == self.old_name:
self.changed = True
new_node = copy.copy(node)
new_node.arg = self.new_name
return new_node
return node
renamer = _Renamer(old, new)
tree = renamer.visit(tree)
ast.fix_missing_locations(tree)
if not renamer.changed:
return _unchanged(code=code, meta=meta)
out = ast.unparse(tree)
meta["old"] = old
meta["new"] = new
# Renames tend to be small diffs; label as low impact unless the diff is large.
return _finalize_result(original=code, out=out, meta=meta)
except Exception:
return _unchanged(code=code, meta=meta)
def remove_dead_code(code: str) -> TransformationResult:
"""
Remove simple dead code patterns.
Hackathon-scope heuristics:
- Drop statements after `return` / `raise` in the same block.
- Remove `if False: ...` blocks (keep `else` if present).
- Remove assignments to unused names in a block (very simple check).
"""
meta: Dict[str, Any] = {"type": "remove_dead_code", "success": False}
try:
tree = ast.parse(code)
def _is_const_bool(expr: ast.AST, value: bool) -> bool:
return isinstance(expr, ast.Constant) and isinstance(expr.value, bool) and expr.value is value
class _LoadNameCollector(ast.NodeVisitor):
def __init__(self) -> None:
self.loaded: set[str] = set()
def visit_Name(self, node: ast.Name) -> None: # noqa: N802
if isinstance(node.ctx, ast.Load):
self.loaded.add(node.id)
class _DeadCode(ast.NodeTransformer):
def __init__(self) -> None:
self.changed = False
def _prune_unreachable(self, stmts: list[ast.stmt]) -> list[ast.stmt]:
out: list[ast.stmt] = []
unreachable = False
for s in stmts:
if unreachable:
self.changed = True
continue
out.append(s)
if isinstance(s, (ast.Return, ast.Raise)):
unreachable = True
return out
def _remove_unused_assigns(self, stmts: list[ast.stmt]) -> list[ast.stmt]:
collector = _LoadNameCollector()
for s in stmts:
collector.visit(s)
used = collector.loaded
out: list[ast.stmt] = []
for s in stmts:
if isinstance(s, ast.Assign) and all(isinstance(t, ast.Name) for t in s.targets):
targets = [t.id for t in s.targets if isinstance(t, ast.Name)]
# Remove only if *all* assigned names are unused.
if targets and all(t not in used for t in targets):
self.changed = True
continue
if isinstance(s, ast.AnnAssign) and isinstance(s.target, ast.Name):
if s.target.id not in used:
self.changed = True
continue
out.append(s)
return out
def _clean_block(self, stmts: list[ast.stmt]) -> list[ast.stmt]:
# First apply transformations inside statements.
visited = [self.visit(s) for s in stmts]
flat: list[ast.stmt] = []
for s in visited:
if s is None:
self.changed = True
continue
if isinstance(s, list):
flat.extend([x for x in s if isinstance(x, ast.stmt)])
self.changed = True
else:
flat.append(s)
flat = self._prune_unreachable(flat)
flat = self._remove_unused_assigns(flat)
return flat
def visit_Module(self, node: ast.Module) -> ast.AST: # noqa: N802
node.body = self._clean_block(node.body)
return node
def visit_FunctionDef(self, node: ast.FunctionDef) -> ast.AST: # noqa: N802
node.body = self._clean_block(node.body)
return node
def visit_AsyncFunctionDef(self, node: ast.AsyncFunctionDef) -> ast.AST: # noqa: N802
node.body = self._clean_block(node.body)
return node
def visit_If(self, node: ast.If) -> ast.AST | list[ast.stmt]: # noqa: N802
node = self.generic_visit(node)
if _is_const_bool(node.test, False):
self.changed = True
return node.orelse or []
return node
def visit_While(self, node: ast.While) -> ast.AST | None: # noqa: N802
node = self.generic_visit(node)
if _is_const_bool(node.test, False):
self.changed = True
return None
return node
dc = _DeadCode()
tree = dc.visit(tree)
ast.fix_missing_locations(tree)
if not dc.changed:
return _unchanged(code=code, meta=meta)
out = ast.unparse(tree)
return _finalize_result(original=code, out=out, meta=meta)
except Exception:
return _unchanged(code=code, meta=meta)
def simplify_loops(code: str) -> TransformationResult:
"""
Simplify very basic loop patterns into more pythonic forms.
Supported pattern (only when adjacent in the same block):
- xs = []
for t in it:
xs.append(expr)
=> xs = [expr for t in it]
"""
meta: Dict[str, Any] = {"type": "simplify_loops", "success": False}
try:
tree = ast.parse(code)
class _LoopSimplifier(ast.NodeTransformer):
def __init__(self) -> None:
self.changed = False
def _simplify_body(self, body: list[ast.stmt]) -> list[ast.stmt]:
out: list[ast.stmt] = []
i = 0
while i < len(body):
cur = body[i]
nxt = body[i + 1] if i + 1 < len(body) else None
if (
isinstance(cur, ast.Assign)
and len(cur.targets) == 1
and isinstance(cur.targets[0], ast.Name)
and isinstance(cur.value, ast.List)
and cur.value.elts == []
and isinstance(nxt, ast.For)
and len(nxt.body) == 1
and isinstance(nxt.body[0], ast.Expr)
and isinstance(nxt.body[0].value, ast.Call)
):
list_name = cur.targets[0].id
call = nxt.body[0].value
if (
isinstance(call.func, ast.Attribute)
and isinstance(call.func.value, ast.Name)
and call.func.value.id == list_name
and call.func.attr == "append"
and len(call.args) == 1
and not call.keywords
):
# Build list comprehension: [call.args[0] for <target> in <iter>]
comp = ast.ListComp(
elt=call.args[0],
generators=[
ast.comprehension(
target=nxt.target,
iter=nxt.iter,
ifs=[],
is_async=0,
)
],
)
new_assign = ast.Assign(targets=[ast.Name(id=list_name, ctx=ast.Store())], value=comp)
out.append(ast.copy_location(new_assign, cur))
self.changed = True
i += 2
continue
out.append(cur)
i += 1
return out
def visit_Module(self, node: ast.Module) -> ast.AST: # noqa: N802
node = self.generic_visit(node)
node.body = self._simplify_body(node.body)
return node
def visit_FunctionDef(self, node: ast.FunctionDef) -> ast.AST: # noqa: N802
node = self.generic_visit(node)
node.body = self._simplify_body(node.body)
return node
def visit_AsyncFunctionDef(self, node: ast.AsyncFunctionDef) -> ast.AST: # noqa: N802
node = self.generic_visit(node)
node.body = self._simplify_body(node.body)
return node
simp = _LoopSimplifier()
tree = simp.visit(tree)
ast.fix_missing_locations(tree)
if not simp.changed:
return _unchanged(code=code, meta=meta)
out = ast.unparse(tree)
return _finalize_result(original=code, out=out, meta=meta)
except Exception:
return _unchanged(code=code, meta=meta)
def simplify_loop(code: str) -> TransformationResult:
# Backwards-compatible alias for the environment's action mapping.
return simplify_loops(code)
def optimize_condition(code: str) -> TransformationResult:
"""
Simplify redundant boolean conditions.
Hackathon-scope heuristics:
- Replace `if True:` with its body; `if False:` with `else` (if present).
- Simplify `not not X` -> `X`.
- Simplify comparisons to True/False: `X == True` -> `X`, `X == False` -> `not X`.
"""
meta: Dict[str, Any] = {"type": "optimize_condition", "success": False}
try:
tree = ast.parse(code)
def _is_bool_const(node: ast.AST, value: bool) -> bool:
return isinstance(node, ast.Constant) and isinstance(node.value, bool) and node.value is value
class _CondOpt(ast.NodeTransformer):
def __init__(self) -> None:
self.changed = False
def visit_UnaryOp(self, node: ast.UnaryOp) -> ast.AST: # noqa: N802
node = self.generic_visit(node)
if isinstance(node.op, ast.Not) and isinstance(node.operand, ast.UnaryOp) and isinstance(node.operand.op, ast.Not):
self.changed = True
return node.operand.operand
return node
def visit_Compare(self, node: ast.Compare) -> ast.AST: # noqa: N802
node = self.generic_visit(node)
if len(node.ops) == 1 and len(node.comparators) == 1:
op = node.ops[0]
rhs = node.comparators[0]
if isinstance(op, (ast.Eq, ast.Is)) and _is_bool_const(rhs, True):
self.changed = True
return node.left
if isinstance(op, (ast.Eq, ast.Is)) and _is_bool_const(rhs, False):
self.changed = True
return ast.UnaryOp(op=ast.Not(), operand=node.left)
return node
def visit_If(self, node: ast.If) -> ast.AST | list[ast.stmt]: # noqa: N802
node = self.generic_visit(node)
if _is_bool_const(node.test, True):
self.changed = True
return node.body
if _is_bool_const(node.test, False):
self.changed = True
return node.orelse or []
return node
opt = _CondOpt()
tree = opt.visit(tree)
ast.fix_missing_locations(tree)
if not opt.changed:
return _unchanged(code=code, meta=meta)
out = ast.unparse(tree)
return _finalize_result(original=code, out=out, meta=meta)
except Exception:
return _unchanged(code=code, meta=meta)
def inline_function(code: str) -> TransformationResult:
"""
Inline very simple functions into their call sites.
Supported pattern:
- def f(a, b): return <expr using only a,b>
- Replace calls: f(x, y) -> <expr with a->x, b->y>
Only handles module-level functions and positional args.
"""
meta: Dict[str, Any] = {"type": "inline_function", "success": False}
try:
tree = ast.parse(code)
simple_fns: Dict[str, tuple[list[str], ast.AST]] = {}
for node in tree.body:
if not isinstance(node, ast.FunctionDef):
continue
if node.decorator_list:
continue
args = node.args
if args.vararg or args.kwarg or args.kwonlyargs or args.defaults or args.posonlyargs:
continue
if len(node.body) != 1 or not isinstance(node.body[0], ast.Return) or node.body[0].value is None:
continue
arg_names = [a.arg for a in args.args]
# Ensure the return expression only references the function's args.
referenced: set[str] = set()
class _Ref(ast.NodeVisitor):
def visit_Name(self, n: ast.Name) -> None: # noqa: N802
if isinstance(n.ctx, ast.Load):
referenced.add(n.id)
_Ref().visit(node.body[0].value)
if not referenced.issubset(set(arg_names)):
continue
simple_fns[node.name] = (arg_names, node.body[0].value)
if not simple_fns:
return _unchanged(code=code, meta=meta)
class _Substitute(ast.NodeTransformer):
def __init__(self, mapping: Dict[str, ast.AST]) -> None:
self.mapping = mapping
def visit_Name(self, n: ast.Name) -> ast.AST: # noqa: N802
if isinstance(n.ctx, ast.Load) and n.id in self.mapping:
return copy.deepcopy(self.mapping[n.id])
return n
class _Inliner(ast.NodeTransformer):
def __init__(self) -> None:
self.changed = False
def visit_Call(self, node: ast.Call) -> ast.AST: # noqa: N802
node = self.generic_visit(node)
if not isinstance(node.func, ast.Name):
return node
fn = simple_fns.get(node.func.id)
if fn is None:
return node
arg_names, expr = fn
if node.keywords or len(node.args) != len(arg_names):
return node
mapping = {name: arg for name, arg in zip(arg_names, node.args, strict=True)}
new_expr = _Substitute(mapping).visit(copy.deepcopy(expr))
self.changed = True
return ast.copy_location(new_expr, node)
inliner = _Inliner()
tree = inliner.visit(tree)
ast.fix_missing_locations(tree)
if not inliner.changed:
return _unchanged(code=code, meta=meta)
out = ast.unparse(tree)
meta["inlined"] = sorted(simple_fns.keys())
return _finalize_result(original=code, out=out, meta=meta)
except Exception:
return _unchanged(code=code, meta=meta)
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