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diffusers/utils/modular_auto_docstring.py
2026-01-17 09:57:56 +01:00

301 lines
10 KiB
Python

# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
Auto Docstring Generator for Modular Pipeline Blocks
This script scans Python files for classes that have `# auto_docstring` comment above them
and inserts/updates the docstring from the class's `doc` property.
Run from the root of the repo:
python utils/modular_auto_docstring.py [path] [--fix_and_overwrite]
Examples:
# Check for auto_docstring markers (will error if found without proper docstring)
python utils/modular_auto_docstring.py
# Check specific directory
python utils/modular_auto_docstring.py src/diffusers/modular_pipelines/
# Fix and overwrite the docstrings
python utils/modular_auto_docstring.py --fix_and_overwrite
Usage in code:
# auto_docstring
class QwenImageAutoVaeEncoderStep(AutoPipelineBlocks):
# docstring will be automatically inserted here
@property
def doc(self):
return "Your docstring content..."
"""
import argparse
import ast
import glob
import importlib
import os
import re
import sys
# All paths are set with the intent you should run this script from the root of the repo
DIFFUSERS_PATH = "src/diffusers"
REPO_PATH = "."
# Pattern to match the auto_docstring comment
AUTO_DOCSTRING_PATTERN = re.compile(r"^\s*#\s*auto_docstring\s*$")
def setup_diffusers_import():
"""Setup import path to use the local diffusers module."""
src_path = os.path.join(REPO_PATH, "src")
if src_path not in sys.path:
sys.path.insert(0, src_path)
def get_module_from_filepath(filepath: str) -> str:
"""Convert a filepath to a module name."""
filepath = os.path.normpath(filepath)
if filepath.startswith("src" + os.sep):
filepath = filepath[4:]
if filepath.endswith(".py"):
filepath = filepath[:-3]
module_name = filepath.replace(os.sep, ".")
return module_name
def load_module(filepath: str):
"""Load a module from filepath."""
setup_diffusers_import()
module_name = get_module_from_filepath(filepath)
try:
module = importlib.import_module(module_name)
return module
except Exception as e:
print(f"Warning: Could not import module {module_name}: {e}")
return None
def get_doc_from_class(module, class_name: str) -> str:
"""Get the doc property from an instantiated class."""
if module is None:
return None
cls = getattr(module, class_name, None)
if cls is None:
return None
try:
instance = cls()
if hasattr(instance, "doc"):
return instance.doc
except Exception as e:
print(f"Warning: Could not instantiate {class_name}: {e}")
return None
def find_auto_docstring_classes(filepath: str) -> list:
"""
Find all classes in a file that have # auto_docstring comment above them.
Returns list of (class_name, class_line_number, has_existing_docstring, docstring_end_line)
"""
with open(filepath, "r", encoding="utf-8", newline="\n") as f:
lines = f.readlines()
# Parse AST to find class locations and their docstrings
content = "".join(lines)
try:
tree = ast.parse(content)
except SyntaxError as e:
print(f"Syntax error in {filepath}: {e}")
return []
# Build a map of class_name -> (class_line, has_docstring, docstring_end_line)
class_info = {}
for node in ast.walk(tree):
if isinstance(node, ast.ClassDef):
has_docstring = False
docstring_end_line = node.lineno # default to class line
if node.body and isinstance(node.body[0], ast.Expr):
first_stmt = node.body[0]
if isinstance(first_stmt.value, ast.Constant) and isinstance(first_stmt.value.value, str):
has_docstring = True
docstring_end_line = first_stmt.end_lineno or first_stmt.lineno
class_info[node.name] = (node.lineno, has_docstring, docstring_end_line)
# Now scan for # auto_docstring comments
classes_to_update = []
for i, line in enumerate(lines):
if AUTO_DOCSTRING_PATTERN.match(line):
# Found the marker, look for class definition on next non-empty, non-comment line
j = i + 1
while j < len(lines):
next_line = lines[j].strip()
if next_line and not next_line.startswith("#"):
break
j += 1
if j < len(lines) and lines[j].strip().startswith("class "):
# Extract class name
match = re.match(r"class\s+(\w+)", lines[j].strip())
if match:
class_name = match.group(1)
if class_name in class_info:
class_line, has_docstring, docstring_end_line = class_info[class_name]
classes_to_update.append((class_name, class_line, has_docstring, docstring_end_line))
return classes_to_update
def strip_class_name_line(doc: str, class_name: str) -> str:
"""Remove the 'class ClassName' line from the doc if present."""
lines = doc.strip().split("\n")
if lines and lines[0].strip() == f"class {class_name}":
# Remove the class line and any blank line following it
lines = lines[1:]
while lines and not lines[0].strip():
lines = lines[1:]
return "\n".join(lines)
def format_docstring(doc: str, indent: str = " ") -> str:
"""Format a doc string as a properly indented docstring."""
lines = doc.strip().split("\n")
if len(lines) == 1:
return f'{indent}"""{lines[0]}"""\n'
else:
result = [f'{indent}"""\n']
for line in lines:
if line.strip():
result.append(f"{indent}{line}\n")
else:
result.append("\n")
result.append(f'{indent}"""\n')
return "".join(result)
def process_file(filepath: str, overwrite: bool = False) -> list:
"""
Process a file and find/insert docstrings for # auto_docstring marked classes.
Returns list of classes that need updating.
"""
classes_to_update = find_auto_docstring_classes(filepath)
if not classes_to_update:
return []
if not overwrite:
# Just return the list of classes that need updating
return [(filepath, cls_name, line) for cls_name, line, _, _ in classes_to_update]
# Load the module to get doc properties
module = load_module(filepath)
with open(filepath, "r", encoding="utf-8", newline="\n") as f:
lines = f.readlines()
# Process in reverse order to maintain line numbers
updated = False
for class_name, class_line, has_docstring, docstring_end_line in reversed(classes_to_update):
doc = get_doc_from_class(module, class_name)
if doc is None:
print(f"Warning: Could not get doc for {class_name} in {filepath}")
continue
# Remove the "class ClassName" line since it's redundant in a docstring
doc = strip_class_name_line(doc, class_name)
# Format the new docstring with 4-space indent
new_docstring = format_docstring(doc, " ")
if has_docstring:
# Replace existing docstring (line after class definition to docstring_end_line)
# class_line is 1-indexed, we want to replace from class_line+1 to docstring_end_line
lines = lines[:class_line] + [new_docstring] + lines[docstring_end_line:]
else:
# Insert new docstring right after class definition line
# class_line is 1-indexed, so lines[class_line-1] is the class line
# Insert at position class_line (which is right after the class line)
lines = lines[:class_line] + [new_docstring] + lines[class_line:]
updated = True
print(f"Updated docstring for {class_name} in {filepath}")
if updated:
with open(filepath, "w", encoding="utf-8", newline="\n") as f:
f.writelines(lines)
return [(filepath, cls_name, line) for cls_name, line, _, _ in classes_to_update]
def check_auto_docstrings(path: str = None, overwrite: bool = False):
"""
Check all files for # auto_docstring markers and optionally fix them.
"""
if path is None:
path = DIFFUSERS_PATH
if os.path.isfile(path):
all_files = [path]
else:
all_files = glob.glob(os.path.join(path, "**/*.py"), recursive=True)
all_markers = []
for filepath in all_files:
markers = process_file(filepath, overwrite)
all_markers.extend(markers)
if not overwrite and len(all_markers) > 0:
message = "\n".join([f"- {f}: {cls} at line {line}" for f, cls, line in all_markers])
raise ValueError(
f"Found the following # auto_docstring markers that need docstrings:\n{message}\n\n"
f"Run `python utils/modular_auto_docstring.py --fix_and_overwrite` to fix them."
)
if overwrite and len(all_markers) > 0:
print(f"\nUpdated {len(all_markers)} docstring(s).")
elif len(all_markers) == 0:
print("No # auto_docstring markers found.")
if __name__ == "__main__":
parser = argparse.ArgumentParser(
description="Check and fix # auto_docstring markers in modular pipeline blocks",
)
parser.add_argument("path", nargs="?", default=None, help="File or directory to process (default: src/diffusers)")
parser.add_argument(
"--fix_and_overwrite",
action="store_true",
help="Whether to fix the docstrings by inserting them from doc property.",
)
args = parser.parse_args()
check_auto_docstrings(args.path, args.fix_and_overwrite)