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source_code_parsing_utils.py

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import ast

import importlib

import inspect

import textwrap

class ReturnNameVisitor(ast.NodeVisitor):

"""Thanks to ChatGPT for pairing."""

def __init__(self):

self.return_names = []

def visit_Return(self, node):

# Check if the return value is a tuple.

if isinstance(node.value, ast.Tuple):

for elt in node.value.elts:

if isinstance(elt, ast.Name):

self.return_names.append(elt.id)

else:

try:

self.return_names.append(ast.unparse(elt))

except Exception:

self.return_names.append(str(elt))

else:

if isinstance(node.value, ast.Name):

self.return_names.append(node.value.id)

else:

try:

self.return_names.append(ast.unparse(node.value))

except Exception:

self.return_names.append(str(node.value))

self.generic_visit(node)

def _determine_parent_module(self, cls):

from diffusers import DiffusionPipeline

from diffusers.models.modeling_utils import ModelMixin

if issubclass(cls, DiffusionPipeline):

return "pipelines"

elif issubclass(cls, ModelMixin):

return "models"

else:

raise NotImplementedError

def get_ast_tree(self, cls, attribute_name="encode_prompt"):

parent_module_name = self._determine_parent_module(cls)

main_module = importlib.import_module(f"diffusers.{parent_module_name}")

current_cls_module = getattr(main_module, cls.__name__)

source_code = inspect.getsource(getattr(current_cls_module, attribute_name))

source_code = textwrap.dedent(source_code)

tree = ast.parse(source_code)

return tree