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auto_import.py
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executable file
·333 lines (281 loc) · 13.8 KB
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#!/usr/bin/env python3
import argparse
import datetime
import hashlib
import logging
import os
import pickle
import re
import subprocess
import sys
from collections import defaultdict
PRELOADED_IMPORTS_DB = {}
PRELOADED_IMPORTS_DB.update(
{std_module: (None, std_module, None) for std_module in [
'abc', 'aifc', 'argparse', 'array', 'ast', 'asynchat', 'asyncio', 'asyncore', 'atexit', 'audioop', 'base64',
'bdb', 'binascii', 'binhex', 'bisect', 'builtins', 'bz2', 'calendar', 'cgi', 'cgitb', 'chunk', 'cmath', 'cmd',
'code', 'codecs', 'codeop', 'collections', 'colorsys', 'compileall', 'concurrent', 'configparser', 'contextlib',
'contextvars', 'copy', 'copyreg', 'cProfile', 'crypt', 'csv', 'ctypes', 'curses', 'dataclasses', 'datetime',
'dbm', 'decimal', 'difflib', 'dis', 'distutils', 'doctest', 'dummy_threading', 'email', 'encodings',
'ensurepip', 'enum', 'errno', 'faulthandler', 'fcntl', 'filecmp', 'fileinput', 'fnmatch', 'formatter',
'fractions', 'ftplib', 'functools', 'gc', 'getopt', 'getpass', 'gettext', 'glob', 'grp', 'gzip', 'hashlib',
'heapq', 'hmac', 'html', 'http', 'imaplib', 'imghdr', 'imp', 'importlib', 'inspect', 'io', 'ipaddress',
'itertools', 'json', 'keyword', 'lib2to3', 'linecache', 'locale', 'logging', 'lzma', 'macpath', 'mailbox',
'mailcap', 'marshal', 'math', 'mimetypes', 'mmap', 'modulefinder', 'msilib', 'msvcrt', 'multiprocessing',
'netrc', 'nis', 'nntplib', 'numbers', 'operator', 'optparse', 'os', 'ossaudiodev', 'parser', 'pathlib', 'pdb',
'pickle', 'pickletools', 'pipes', 'pkgutil', 'platform', 'plistlib', 'poplib', 'posix', 'pprint', 'profile',
'pstats', 'pty', 'pwd', 'py_compile', 'pyclbr', 'pydoc', 'queue', 'quopri', 'random', 're', 'readline',
'reprlib', 'resource', 'rlcompleter', 'runpy', 'sched', 'secrets', 'select', 'selectors', 'shelve', 'shlex',
'shutil', 'signal', 'site', 'smtpd', 'smtplib', 'sndhdr', 'socket', 'socketserver', 'spwd', 'sqlite3', 'ssl',
'stat', 'statistics', 'string', 'stringprep', 'struct', 'subprocess', 'sunau', 'symbol', 'symtable', 'sys',
'sysconfig', 'syslog', 'tabnanny', 'tarfile', 'telnetlib', 'tempfile', 'termios', 'test', 'textwrap',
'threading', 'time', 'timeit', 'tkinter', 'token', 'tokenize', 'trace', 'traceback', 'tracemalloc', 'tty',
'turtle', 'turtledemo', 'types', 'typing', 'unicodedata', 'unittest', 'urllib', 'uu', 'uuid', 'venv',
'warnings', 'wave', 'weakref', 'webbrowser', 'winreg', 'winsound', 'wsgiref', 'xdrlib', 'xml', 'xmlrpc',
'zipapp', 'zipfile', 'zipimport', 'zlib',
]}
)
PRELOADED_IMPORTS_DB.update({
'timedelta': ('datetime', 'timedelta', None),
'defaultdict': ('collections', 'defaultdict', None),
'deque': ('collections', 'deque', None),
'namedtuple': ('collections', 'namedtuple', None),
'OrderedDict': ('collections', 'OrderedDict', None),
'np': (None, 'numpy', 'np'),
'numpy': (None, 'numpy', None),
'pd': (None, 'pandas', 'pd'),
'pytz': (None, 'pytz', None),
'requests': (None, 'requests', None),
'six': (None, 'six', None),
})
def get_command_output(cmd, stdin=None, cwd=None):
raw_output, raw_error = subprocess.Popen(
cmd,
stdout=subprocess.PIPE,
stdin=subprocess.PIPE,
stderr=subprocess.PIPE,
cwd=cwd
).communicate(stdin)
if raw_error:
cmd_rendered = ' '.join(cmd)
logging.warning('Error when running command `{}`{}: "{}"{}'.format(
cmd_rendered[:200],
'[... command truncated]' if len(cmd_rendered) > 200 else '',
raw_error[:200],
'[... error truncated]' if len(raw_error) > 200 else '',
))
return raw_output.decode('utf-8')
def get_valid_filename(s):
"""
Credit: Django Project
License: 3 Clause BSD https://github.com/django/django/blob/c7cc7526d5ee7d38a6ee1af03610f1aba1ea0c78/LICENSE
"""
s = str(s).strip().replace(' ', '_')
return re.sub(r'(?u)[^-\w.]', '', s)
def module_path_join(modules):
return '.'.join([module.strip('.') for module in modules if module])
def construct_import_statement(terms):
statement = ''
if terms[0]:
statement += 'from {} '.format(terms[0])
if terms[1]:
statement += 'import {} '.format(terms[1])
if terms[2]:
statement += 'as {} '.format(terms[2])
return statement.strip()
def parse_import_statement(statement):
"""
Returns [(imported_name, terms)], where terms is a tuple describing an import statement's properties:
(import_base, import_name, import_alias)
"""
match = re.search(
r'(?:from ([a-zA-Z_0-9 .,]+) )?'
r'import \(?((?:[a-zA-Z_0-9]+(?:, )?)+)\)?'
r'(?: as ([a-zA-Z_0-9.]+))?',
statement
)
if not match:
raise RuntimeError('Failed to parse import statement: ' + statement)
import_base = match.group(1) if match.group(1) else None
import_list = [term.strip() for term in match.group(2).split(',')]
import_alias = match.group(3) if match.group(3) else None
if import_alias:
return [(import_alias, (import_base, import_list[0], import_alias))]
return [(term, (import_base, term, import_alias)) for term in import_list]
def build_imports_database(project_root_path):
import_freq_db = defaultdict(lambda: defaultdict(lambda: 0))
# Preload some common import statements from the built-in DB
import_freq_db.update({
name: defaultdict(lambda: 0, [(terms, 0)]) for name, terms in PRELOADED_IMPORTS_DB.items()
})
# Scan your current project's codebase for import statement patterns, to see how you commonly import different
# names.
# (Outsources the core file regex searching to a highly optimized utility.)
if project_root_path is not None:
ag_output = get_command_output(
['ag', '--python', '--nonumbers', '--noheading', '--nofilename', '--nobreak',
r'^(?:from [a-zA-Z_0-9 .,]+ )?import \(?[a-zA-Z_0-9 ,]+\)?', project_root_path])
for line in ag_output.split('\n'):
if not line:
continue
for imported_name, terms in parse_import_statement(line):
import_freq_db[imported_name][terms] += 1
logging.debug('Found an import pattern for {}'.format(imported_name))
# Convert the temporary database of input patterns + their frequency to a simplified database which only provides
# each name's single most frequently used input pattern.
import_db = dict()
for name, imports_dict in import_freq_db.items():
most_frequent_import_for_name = max(
imports_dict.items(), key=lambda item: item[1])[0]
import_db[name] = most_frequent_import_for_name
return import_db
def get_imports_database(project_root_path):
DATABASE_CACHE_EXPIRY = datetime.timedelta(minutes=15)
DATABASE_CACHES_PATH = os.path.join(
os.environ.get('XDG_CACHE_HOME', os.path.expanduser('~/.cache')),
'py_auto_import',
'db_cache',
)
if project_root_path is None:
project_root_path_str = 'none'
else:
project_root_path_str = project_root_path
root_path_hash = hashlib.md5(project_root_path_str.encode('utf-8')).hexdigest()
cache_path = os.path.join(
DATABASE_CACHES_PATH,
get_valid_filename(os.path.basename(project_root_path_str) + '_' + root_path_hash) + '.pickle'
)
if os.path.exists(cache_path):
cache_mtime = datetime.datetime.utcfromtimestamp(os.path.getmtime(cache_path))
if (datetime.datetime.now() - cache_mtime) < DATABASE_CACHE_EXPIRY:
logging.debug('Using cached imports db {}'.format(cache_path))
with open(cache_path, 'rb') as cache_file:
return pickle.load(cache_file)
db = build_imports_database(project_root_path)
os.makedirs(DATABASE_CACHES_PATH, exist_ok=True)
logging.debug('Writing imports db cache {}'.format(cache_path))
with open(cache_path, 'wb') as cache_file:
pickle.dump(db, cache_file)
return db
def get_project_root_path(code_base_dir):
if code_base_dir is None:
return None
try:
git_repo_root = get_command_output(['git', 'rev-parse', '--show-toplevel'], cwd=code_base_dir).strip()
if git_repo_root:
return git_repo_root
except FileNotFoundError:
pass
return code_base_dir
def get_undefined_references(code):
# Use Pyflakes to get undefined references.
linter_report = get_command_output(
['/usr/bin/env', 'python3', '-m', 'pyflakes'], stdin=code.encode('utf-8'))
undefined_references = set()
for report_line in set(linter_report.split('\n')):
if not report_line:
continue
match = re.search(r'undefined name \'([^\']+)\'', report_line)
if not match:
continue
undefined_references.add(match.group(1))
return undefined_references
def get_unused_import_statements_with_fixes(code):
"""
returns (unused_import_lines, unused_import_fix_statements)
"""
# Use Pyflakes to get unused imports.
linter_report = get_command_output(
['/usr/bin/env', 'python3', '-m', 'pyflakes'], stdin=code.encode('utf-8'))
code_lines = code.split('\n')
unused_import_lines = []
expanded_import_terms = set()
unused_module_names = set()
# For every linter error, expand the import terms from that line, make a note to delete the entire line, and record
# the unused package name in the error.
for report_line in set(linter_report.split('\n')):
print(report_line)
if not report_line:
continue
match = re.search(r':(\d+)(?::\d+)? \'([^\']+)\' imported but unused', report_line)
if not match:
continue
line_number = int(match.group(1))
unused_name_msg = match.group(2)
unused_module = re.match(r'(\S+)', unused_name_msg).group(1)
code = code_lines[line_number - 1]
if 'import' not in code or '(' in code or code[-1] == '\\':
# If either import keyword does not appear anywhere in the line or ( appears, then we can be sure this is
# part of a multi-line import statement. We cannot handle fixing multi-line imports with our simplistic
# parsing, so ignore it.
continue
expanded_import_terms.update([x[1] for x in parse_import_statement(code)])
unused_import_lines.append(line_number)
unused_module_names.add(unused_module)
# For every unused module name, filter out its import(s) from expanded_import_terms
expanded_import_terms = [
terms for terms in expanded_import_terms
if module_path_join([terms[0], terms[1]]) not in unused_module_names
]
# Rewrite the import statements from the (now filtered) expanded import terms
unused_import_fix_statements = [construct_import_statement(terms) for terms in expanded_import_terms]
return unused_import_lines, unused_import_fix_statements
def get_missing_import_statements(code, code_base_dir):
# Find undefined references (an undefined reference is potentially indicative of a missing module import)
undefined_references = get_undefined_references(code)
# Attempt to identify the import statements that satisfy the undefined references
root_path = get_project_root_path(code_base_dir=code_base_dir)
db = get_imports_database(root_path)
needed_import_statements = set()
for name in undefined_references:
if '.' in name:
name_base = name[name.rfind('.') + 1:]
else:
name_base = None
if name in db:
needed_import_statements.add(construct_import_statement(db[name]))
elif name_base in db:
needed_import_statements.add(construct_import_statement(db[name_base]))
else:
logging.warning('Not able to find how to import \'{}\''.format(name))
return needed_import_statements
def verify_dependencies_installed():
if not get_command_output(['which', 'ag']).strip():
raise RuntimeError(
'Dependency \'ag\' not found. '
'Please install the_silver_searcher via your operating system package manager.')
if not get_command_output(['which', 'pyflakes']).strip():
raise RuntimeError('Dependency \'pyflakes\' not found. Please install the pyflakes pip package.')
def main():
# Basic Setup
logging.basicConfig(format='%(asctime)s [%(levelname)s] %(message)s', stream=sys.stderr, level=logging.INFO)
verify_dependencies_installed()
# Parse Args
parser = argparse.ArgumentParser()
parser.add_argument('file', help='file to fix or \'-\' for standard in')
parser.add_argument(
'--base_dir',
help='the filesystem directory for where the code would be, if using standard in. This provides context for '
'determining what import statements and import styles are preferred across a codebase. (default=.)',
default='.',
)
args = parser.parse_args()
# Load Specified File
if args.file == '-':
code = sys.stdin.read().decode('utf-8')
code_base_dir = os.path.abspath(args.base_dir)
else:
with open(args.file) as input_file:
code = input_file.read()
code_base_dir = os.path.dirname(os.path.abspath(args.file))
# Find missing or unused import statements
needed_import_statements = get_missing_import_statements(code, code_base_dir)
unused_import_lines, unused_import_fix_statements = get_unused_import_statements_with_fixes(code)
# Output
if needed_import_statements:
print(str('\n'.join(['Add: ' + statement for statement in sorted(needed_import_statements)])))
if unused_import_lines:
print(str('\n'.join(['Remove L' + str(line_number) for line_number in sorted(unused_import_lines)])))
print(str('\n'.join(['Add: ' + statement for statement in sorted(unused_import_fix_statements)])))
if __name__ == '__main__':
main()