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langchain/libs/community/langchain_community/document_loaders/parsers/language/python.py

54 lines
1.7 KiB
Python

import ast
from typing import Any, List, Tuple
from langchain_community.document_loaders.parsers.language.code_segmenter import (
CodeSegmenter,
)
class PythonSegmenter(CodeSegmenter):
"""Code segmenter for `Python`."""
def __init__(self, code: str):
super().__init__(code)
self.source_lines = self.code.splitlines()
def is_valid(self) -> bool:
try:
ast.parse(self.code)
return True
except SyntaxError:
return False
def _extract_code(self, node: Any) -> str:
start = node.lineno - 1
end = node.end_lineno
return "\n".join(self.source_lines[start:end])
def extract_functions_classes(self) -> List[str]:
tree = ast.parse(self.code)
functions_classes = []
for node in ast.iter_child_nodes(tree):
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)):
functions_classes.append(self._extract_code(node))
return functions_classes
def simplify_code(self) -> str:
tree = ast.parse(self.code)
simplified_lines = self.source_lines[:]
indices_to_del: List[Tuple[int, int]] = []
for node in ast.iter_child_nodes(tree):
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)):
start, end = node.lineno - 1, node.end_lineno
simplified_lines[start] = f"# Code for: {simplified_lines[start]}"
assert isinstance(end, int)
indices_to_del.append((start + 1, end))
for start, end in reversed(indices_to_del):
del simplified_lines[start + 0 : end]
return "\n".join(simplified_lines)