



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
_lowercase: int      			=		"src/diffusers"
_lowercase: Dict      			=		"."


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






def     a(      A       :    Optional[int] ,     A       :    Tuple       )		->       Optional[Any]:
					"""simple docstring"""





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






def     a(      A       :    List[Any]       )		->       str:
					"""simple docstring"""





					a					     =   object_name.split("."       )
					a					     =   0

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

					with open(os.path.join(A ,     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(A       ) 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(A       ):
										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(A       ) and _should_continue(lines[line_index] ,     A       ):
										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(A       )


_lowercase: str      			=		re.compile(r"^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)")
_lowercase: List[str]      			=		re.compile(r"^\s*(\S+)->(\S+)(\s+.*|$)")
_lowercase: str      			=		re.compile(r"<FILL\s+[^>]*>")






def     a(      A       :    List[Any]       )		->       Any:
					"""simple docstring"""





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






def     a(      A       :    int       )		->       Union[str, Any]:
					"""simple docstring"""





					a					     =   len(get_indent(A       )       ) > 0
					if has_indent:
										a					     =   f'''class Bla:\n{code}'''
					a					     =   black.Mode(target_versions={black.TargetVersion.PYaa} ,     line_length=119 ,     preview=A       )
					a					     =   black.format_str(A ,     mode=A       )
					a     ,				a					     =   style_docstrings_in_code(A       )
					return result[len("class Bla:\n"       ) :] if has_indent else result






def     a(      A       :    Optional[int] ,     A       :    Tuple=False       )		->       Union[str, Any]:
					"""simple docstring"""





					with open(A ,     "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(A       ):
										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(A       )
										a					     =   get_indent(A       )

										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(A       ) and should_continue:
															line_index += 1
															if line_index >= len(A       ):
																				break
															a					     =   lines[line_index]
															a					     =   _should_continue(A ,     A       ) and re.search(f'''^{indent}# End copy''' ,     A       ) 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(A       )

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

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

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






def     a(      A       :    bool = False       )		->       List[Any]:
					"""simple docstring"""





					a					     =   glob.glob(os.path.join(A ,     "**/*.py"       ) ,     recursive=A       )
					a					     =   []
					for filename in all_files:
										a					     =   is_copy_consistent(A ,     A       )
										diffs += [f'''- {filename}: copy does not match {d[0]} at line {d[1]}''' for d in new_diffs]
					if not overwrite and len(A       ) > 0:
										a					     =   "\n".join(A       )
										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__":
				_lowercase: Dict      			=		argparse.ArgumentParser()
				parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
				_lowercase: Tuple      			=		parser.parse_args()

				check_copies(args.fix_and_overwrite)





import numpy as np
from matplotlib import pyplot as plt
from sklearn.datasets import load_iris
from sklearn.metrics import ConfusionMatrixDisplay
from sklearn.model_selection import train_test_split
from xgboost import XGBClassifier






def     a(      A       :    dict       )		->       tuple:
					"""simple docstring"""





					return (data["data"], data["target"])






def     a(      A       :    np.ndarray ,     A       :    np.ndarray       )		->       XGBClassifier:
					"""simple docstring"""





					a					     =   XGBClassifier()
					classifier.fit(A ,     A       )
					return classifier






def     a(      )		->       None:
					"""simple docstring"""





					a					     =   load_iris()
					a     ,				a					     =   data_handling(A       )
					a     ,				a     ,				a     ,				a					     =   train_test_split(
					    A ,     A ,     test_size=0.25       )

					a					     =   iris["target_names"]

					# Create an XGBoost Classifier from the training data
					a					     =   xgboost(A ,     A       )

					# Display the confusion matrix of the classifier with both training and test sets
					ConfusionMatrixDisplay.from_estimator(
					    A ,     A ,     A ,     display_labels=A ,     cmap="Blues" ,     normalize="true" ,     )
					plt.title("Normalized Confusion Matrix - IRIS Dataset"       )
					plt.show()


if __name__ == "__main__":
				import doctest

				doctest.testmod(verbose=True)
				main()
