import argparse
import glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_copies.py
UpperCAmelCase_								=							'''src/diffusers'''
UpperCAmelCase_								=							'''.'''


# This is to make sure the diffusers module imported is the one in the repo.
UpperCAmelCase_								=							importlib.util.spec_from_file_location(
    '''diffusers''',
    os.path.join(DIFFUSERS_PATH, '''__init__.py'''),
    submodule_search_locations=[DIFFUSERS_PATH],
)
UpperCAmelCase_								=							spec.loader.load_module()

def 							UpperCamelCase				(    lowerCAmelCase_       ,					lowerCAmelCase_   )		->						List[Any]:




       '''simple docstring'''






       return line.startswith(lowerCAmelCase_   ) or len(lowerCAmelCase_   ) <= 1 or re.search(R'^\s*\)(\s*->.*:|:)\s*$'       ,					lowerCAmelCase_   ) is not None

def 							UpperCamelCase				(    lowerCAmelCase_   )		->						Union[str, Any]:




       '''simple docstring'''






       _A=	object_name.split('.'   )
       _A=	0

       # First let's find the module where our object lives.
       _A=	parts[i]
       while i < len(lowerCAmelCase_   ) and not os.path.isfile(os.path.join(lowerCAmelCase_       ,					F"{module}.py"   )   ):
              i += 1
              if i < len(lowerCAmelCase_   ):
                     _A=	os.path.join(lowerCAmelCase_       ,					parts[i]   )
       if i >= len(lowerCAmelCase_   ):
              raise ValueError(F"`object_name` should begin with the name of a module of diffusers but got {object_name}."   )

       with open(os.path.join(lowerCAmelCase_       ,					F"{module}.py"   )       ,					'r'       ,					encoding='utf-8'       ,					newline='\n'   ) as f:
              _A=	f.readlines()

       # Now let's find the class / func in the code!
       _A=	''
       _A=	0
       for name in parts[i + 1 :]:
              while (
                  line_index < len(lowerCAmelCase_   ) and re.search(RF"^{indent}(class|def)\s+{name}(\(|\:)"       ,					lines[line_index]   ) is None
              ):
                     line_index += 1
              indent += "    "
              line_index += 1

       if line_index >= len(lowerCAmelCase_   ):
              raise ValueError(F" {object_name} does not match any function or class in {module}."   )

       # We found the beginning of the class / func, now let's find the end (when the indent diminishes).
       _A=	line_index
       while line_index < len(lowerCAmelCase_   ) and _should_continue(lines[line_index]       ,					lowerCAmelCase_   ):
              line_index += 1
       # Clean up empty lines at the end (if any).
       while len(lines[line_index - 1]   ) <= 1:
              line_index -= 1

       _A=	lines[start_index:line_index]
       return "".join(lowerCAmelCase_   )


UpperCAmelCase_								=							re.compile(R'''^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)''')
UpperCAmelCase_								=							re.compile(R'''^\s*(\S+)->(\S+)(\s+.*|$)''')
UpperCAmelCase_								=							re.compile(R'''<FILL\s+[^>]*>''')

def 							UpperCamelCase				(    lowerCAmelCase_   )		->						Dict:




       '''simple docstring'''






       _A=	code.split('\n'   )
       _A=	0
       while idx < len(lowerCAmelCase_   ) and len(lines[idx]   ) == 0:
              idx += 1
       if idx < len(lowerCAmelCase_   ):
              return re.search(R'^(\s*)\S'       ,					lines[idx]   ).groups()[0]
       return ""

def 							UpperCamelCase				(    lowerCAmelCase_   )		->						Tuple:




       '''simple docstring'''






       _A=	len(get_indent(lowerCAmelCase_   )   ) > 0
       if has_indent:
              _A=	F"class Bla:\n{code}"
       _A=	black.Mode(target_versions={black.TargetVersion.PYaa}       ,					line_length=1_19       ,					preview=lowerCAmelCase_   )
       _A=	black.format_str(lowerCAmelCase_       ,					mode=lowerCAmelCase_   )
       _A,			_A=	style_docstrings_in_code(lowerCAmelCase_   )
       return result[len('class Bla:\n'   ) :] if has_indent else result

def 							UpperCamelCase				(    lowerCAmelCase_       ,					lowerCAmelCase_=False   )		->						Dict:




       '''simple docstring'''






       with open(lowerCAmelCase_       ,					'r'       ,					encoding='utf-8'       ,					newline='\n'   ) as f:
              _A=	f.readlines()
       _A=	[]
       _A=	0
       # Not a for loop cause `lines` is going to change (if `overwrite=True`).
       while line_index < len(lowerCAmelCase_   ):
              _A=	_re_copy_warning.search(lines[line_index]   )
              if search is None:
                     line_index += 1
                     continue

              # There is some copied code here, let's retrieve the original.
              _A,			_A,			_A=	search.groups()
              _A=	find_code_in_diffusers(lowerCAmelCase_   )
              _A=	get_indent(lowerCAmelCase_   )

              _A=	line_index + 1 if indent == theoretical_indent else line_index + 2
              _A=	theoretical_indent
              _A=	start_index

              # Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
              _A=	True
              while line_index < len(lowerCAmelCase_   ) and should_continue:
                     line_index += 1
                     if line_index >= len(lowerCAmelCase_   ):
                            break
                     _A=	lines[line_index]
                     _A=	_should_continue(lowerCAmelCase_       ,					lowerCAmelCase_   ) and re.search(F"^{indent}# End copy"       ,					lowerCAmelCase_   ) is None
              # Clean up empty lines at the end (if any).
              while len(lines[line_index - 1]   ) <= 1:
                     line_index -= 1

              _A=	lines[start_index:line_index]
              _A=	''.join(lowerCAmelCase_   )

              # Remove any nested `Copied from` comments to avoid circular copies
              _A=	[line for line in theoretical_code.split('\n'   ) if _re_copy_warning.search(lowerCAmelCase_   ) is None]
              _A=	'\n'.join(lowerCAmelCase_   )

              # Before comparing, use the `replace_pattern` on the original code.
              if len(lowerCAmelCase_   ) > 0:
                     _A=	replace_pattern.replace('with'       ,					''   ).split(','   )
                     _A=	[_re_replace_pattern.search(lowerCAmelCase_   ) for p in patterns]
                     for pattern in patterns:
                            if pattern is None:
                                   continue
                            _A,			_A,			_A=	pattern.groups()
                            _A=	re.sub(lowerCAmelCase_       ,					lowerCAmelCase_       ,					lowerCAmelCase_   )
                            if option.strip() == "all-casing":
                                   _A=	re.sub(obja.lower()       ,					obja.lower()       ,					lowerCAmelCase_   )
                                   _A=	re.sub(obja.upper()       ,					obja.upper()       ,					lowerCAmelCase_   )

            # Blackify after replacement. To be able to do that, we need the header (class or function definition)
            # from the previous line
                     _A=	blackify(lines[start_index - 1] + theoretical_code   )
                     _A=	theoretical_code[len(lines[start_index - 1]   ) :]

              # Test for a diff and act accordingly.
              if observed_code != theoretical_code:
                     diffs.append([object_name, start_index]   )
                     if overwrite:
                            _A=	lines[:start_index] + [theoretical_code] + lines[line_index:]
                            _A=	start_index + 1

       if overwrite and len(lowerCAmelCase_   ) > 0:
              # Warn the user a file has been modified.
              print(F"Detected changes, rewriting {filename}."   )
              with open(lowerCAmelCase_       ,					'w'       ,					encoding='utf-8'       ,					newline='\n'   ) as f:
                     f.writelines(lowerCAmelCase_   )
       return diffs

def 							UpperCamelCase				(    lowerCAmelCase_ = False   )		->						int:




       '''simple docstring'''






       _A=	glob.glob(os.path.join(lowerCAmelCase_       ,					'**/*.py'   )       ,					recursive=lowerCAmelCase_   )
       _A=	[]
       for filename in all_files:
              _A=	is_copy_consistent(lowerCAmelCase_       ,					lowerCAmelCase_   )
              diffs += [F"- {filename}: copy does not match {d[0]} at line {d[1]}" for d in new_diffs]
       if not overwrite and len(lowerCAmelCase_   ) > 0:
              _A=	'\n'.join(lowerCAmelCase_   )
              raise Exception(
                  'Found the following copy inconsistencies:\n'
                  + diff
                  + '\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them.'   )


if __name__ == "__main__":
      UpperCAmelCase_								=							argparse.ArgumentParser()
      parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
      UpperCAmelCase_								=							parser.parse_args()

      check_copies(args.fix_and_overwrite)
import os
import tempfile
import unittest
import uuid
from pathlib import Path

from transformers.testing_utils import get_tests_dir, require_soundfile, require_torch, require_vision
from transformers.tools.agent_types import AgentAudio, AgentImage, AgentText
from transformers.utils import is_soundfile_availble, is_torch_available, is_vision_available


if is_torch_available():
      import torch

if is_soundfile_availble():
      import soundfile as sf

if is_vision_available():
      from PIL import Image

def 							UpperCamelCase				(    lowerCAmelCase_=""   )		->						str:




       '''simple docstring'''






       _A=	tempfile.mkdtemp()
       return os.path.join(lowerCAmelCase_       ,					str(uuid.uuida()   ) + suffix   )





@require_soundfile
@require_torch
class      lowerCAmelCase						(					unittest.TestCase			):



     def 			a__  (					self       ):
            _A=	torch.rand(12				,      dtype=torch.floataa       ) - 0.5
            _A=	AgentAudio(lowerCAmelCase__       )
            _A=	str(agent_type.to_string()       )

            # Ensure that the tensor and the agent_type's tensor are the same
            self.assertTrue(torch.allclose(lowerCAmelCase__				,      agent_type.to_raw()				,      atol=1E-4       )       )

            del agent_type

            # Ensure the path remains even after the object deletion
            self.assertTrue(os.path.exists(lowerCAmelCase__       )       )

            # Ensure that the file contains the same value as the original tensor
            _A,			_A=	sf.read(lowerCAmelCase__       )
            self.assertTrue(torch.allclose(lowerCAmelCase__				,      torch.tensor(lowerCAmelCase__       )				,      atol=1E-4       )       )





     def 			a__  (					self       ):
            _A=	torch.rand(12				,      dtype=torch.floataa       ) - 0.5
            _A=	get_new_path(suffix='.wav'       )
            sf.write(lowerCAmelCase__				,      lowerCAmelCase__				,      16000       )

            _A=	AgentAudio(lowerCAmelCase__       )

            self.assertTrue(torch.allclose(lowerCAmelCase__				,      agent_type.to_raw()				,      atol=1E-4       )       )
            self.assertEqual(agent_type.to_string()				,      lowerCAmelCase__       )





@require_vision
@require_torch
class      lowerCAmelCase						(					unittest.TestCase			):



     def 			a__  (					self       ):
            _A=	torch.randint(0				,      256				,      (64, 64, 3)       )
            _A=	AgentImage(lowerCAmelCase__       )
            _A=	str(agent_type.to_string()       )

            # Ensure that the tensor and the agent_type's tensor are the same
            self.assertTrue(torch.allclose(lowerCAmelCase__				,      agent_type._tensor				,      atol=1E-4       )       )

            self.assertIsInstance(agent_type.to_raw()				,      Image.Image       )

            # Ensure the path remains even after the object deletion
            del agent_type
            self.assertTrue(os.path.exists(lowerCAmelCase__       )       )



     def 			a__  (					self       ):
            _A=	Path(get_tests_dir('fixtures/tests_samples/COCO'       )       ) / '000000039769.png'
            _A=	Image.open(lowerCAmelCase__       )
            _A=	AgentImage(lowerCAmelCase__       )

            self.assertTrue(path.samefile(agent_type.to_string()       )       )
            self.assertTrue(image == agent_type.to_raw()       )

            # Ensure the path remains even after the object deletion
            del agent_type
            self.assertTrue(os.path.exists(lowerCAmelCase__       )       )





     def 			a__  (					self       ):
            _A=	Path(get_tests_dir('fixtures/tests_samples/COCO'       )       ) / '000000039769.png'
            _A=	Image.open(lowerCAmelCase__       )
            _A=	AgentImage(lowerCAmelCase__       )

            self.assertFalse(path.samefile(agent_type.to_string()       )       )
            self.assertTrue(image == agent_type.to_raw()       )

            # Ensure the path remains even after the object deletion
            del agent_type
            self.assertTrue(os.path.exists(lowerCAmelCase__       )       )





class      lowerCAmelCase						(					unittest.TestCase			):



     def 			a__  (					self       ):
            _A=	'Hey!'
            _A=	AgentText(lowerCAmelCase__       )

            self.assertEqual(lowerCAmelCase__				,      agent_type.to_string()       )
            self.assertEqual(lowerCAmelCase__				,      agent_type.to_raw()       )
            self.assertEqual(lowerCAmelCase__				,      lowerCAmelCase__       )