




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
a__		     =     '''src/diffusers'''
a__		     =     '''.'''


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





def 				A__ (snake_case   :		int		,	snake_case   :		List[str]				)     ->						Optional[Any]:
					return line.startswith(snake_case				) or len(snake_case				) <= 1 or re.search(r"""^\s*\)(\s*->.*:|:)\s*$"""		,	snake_case				) is not None





def 				A__ (snake_case   :		Dict				)     ->						Union[str, Any]:
					__UpperCamelCase					:	Dict             =      object_name.split("""."""				)
					__UpperCamelCase					:	Dict             =      0

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

					with open(os.path.join(snake_case		,	F'''{module}.py'''				)		,	"""r"""		,	encoding="""utf-8"""		,	newline="""\n"""				) as f:
										__UpperCamelCase					:	List[str]             =      f.readlines()

					# Now let's find the class / func in the code!
					__UpperCamelCase					:	Union[str, Any]             =      """"""
					__UpperCamelCase					:	List[str]             =      0
					for name in parts[i + 1 :]:
										while (
										    line_index < len(snake_case				) 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(snake_case				):
										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).
					__UpperCamelCase					:	Optional[int]             =      line_index
					while line_index < len(snake_case				) and _should_continue(lines[line_index]		,	snake_case				):
										line_index += 1
					# Clean up empty lines at the end (if any).
					while len(lines[line_index - 1]				) <= 1:
										line_index -= 1

					__UpperCamelCase					:	Dict             =      lines[start_index:line_index]
					return "".join(snake_case				)


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





def 				A__ (snake_case   :		str				)     ->						Dict:
					__UpperCamelCase					:	List[str]             =      code.split("""\n"""				)
					__UpperCamelCase					:	Optional[int]             =      0
					while idx < len(snake_case				) and len(lines[idx]				) == 0:
										idx += 1
					if idx < len(snake_case				):
										return re.search(r"""^(\s*)\S"""		,	lines[idx]				).groups()[0]
					return ""





def 				A__ (snake_case   :		List[Any]				)     ->						str:
					__UpperCamelCase					:	Optional[Any]             =      len(get_indent(snake_case				)				) > 0
					if has_indent:
										__UpperCamelCase					:	str             =      F'''class Bla:\n{code}'''
					__UpperCamelCase					:	int             =      black.Mode(target_versions={black.TargetVersion.PYaa}		,	line_length=1_19		,	preview=snake_case				)
					__UpperCamelCase					:	Dict             =      black.format_str(snake_case		,	mode=snake_case				)
					__UpperCamelCase      ,			__UpperCamelCase					:	Optional[int]             =      style_docstrings_in_code(snake_case				)
					return result[len("""class Bla:\n"""				) :] if has_indent else result





def 				A__ (snake_case   :		Any		,	snake_case   :		Optional[int]=False				)     ->						str:
					with open(snake_case		,	"""r"""		,	encoding="""utf-8"""		,	newline="""\n"""				) as f:
										__UpperCamelCase					:	Union[str, Any]             =      f.readlines()
					__UpperCamelCase					:	Optional[int]             =      []
					__UpperCamelCase					:	List[Any]             =      0
					# Not a for loop cause `lines` is going to change (if `overwrite=True`).
					while line_index < len(snake_case				):
										__UpperCamelCase					:	Optional[int]             =      _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.
										__UpperCamelCase      ,			__UpperCamelCase      ,			__UpperCamelCase					:	Optional[int]             =      search.groups()
										__UpperCamelCase					:	List[str]             =      find_code_in_diffusers(snake_case				)
										__UpperCamelCase					:	Any             =      get_indent(snake_case				)

										__UpperCamelCase					:	Optional[int]             =      line_index + 1 if indent == theoretical_indent else line_index + 2
										__UpperCamelCase					:	Tuple             =      theoretical_indent
										__UpperCamelCase					:	List[Any]             =      start_index

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

										__UpperCamelCase					:	Optional[Any]             =      lines[start_index:line_index]
										__UpperCamelCase					:	int             =      """""".join(snake_case				)

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

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

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

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





def 				A__ (snake_case   :		bool = False				)     ->						Union[str, Any]:
					__UpperCamelCase					:	List[str]             =      glob.glob(os.path.join(snake_case		,	"""**/*.py"""				)		,	recursive=snake_case				)
					__UpperCamelCase					:	List[Any]             =      []
					for filename in all_files:
										__UpperCamelCase					:	Tuple             =      is_copy_consistent(snake_case		,	snake_case				)
										diffs += [F'''- {filename}: copy does not match {d[0]} at line {d[1]}''' for d in new_diffs]
					if not overwrite and len(snake_case				) > 0:
										__UpperCamelCase					:	Any             =      """\n""".join(snake_case				)
										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__":
	a__		     =     argparse.ArgumentParser()
	parser.add_argument('''--fix_and_overwrite''', action='''store_true''', help='''Whether to fix inconsistencies.''')
	a__		     =     parser.parse_args()

	check_copies(args.fix_and_overwrite)












import numpy as np
import pandas as pd
from sklearn.preprocessing import MinMaxScaler
from tensorflow.keras.layers import LSTM, Dense
from tensorflow.keras.models import Sequential

if __name__ == "__main__":
	a__		     =     pd.read_csv('''sample_data.csv''', header=None)
	a__		     =     df.shape[:1][0]
	# If you're using some other dataset input the target column
	a__		     =     df.iloc[:, 1:2]
	a__		     =     actual_data.values.reshape(len_data, 1)
	a__		     =     MinMaxScaler().fit_transform(actual_data)
	a__		     =     10
	a__		     =     5
	a__		     =     20
	a__		     =     len_data - periods * look_back
	a__		     =     actual_data[:division]
	a__		     =     actual_data[division - look_back :]
	a__     ,							a__		     =     [], []
	a__     ,							a__		     =     [], []

	for i in range(0, len(train_data) - forward_days - look_back + 1):
		train_x.append(train_data[i : i + look_back])
		train_y.append(train_data[i + look_back : i + look_back + forward_days])
	for i in range(0, len(test_data) - forward_days - look_back + 1):
		test_x.append(test_data[i : i + look_back])
		test_y.append(test_data[i + look_back : i + look_back + forward_days])
	a__		     =     np.array(train_x)
	a__		     =     np.array(test_x)
	a__		     =     np.array([list(i.ravel()) for i in train_y])
	a__		     =     np.array([list(i.ravel()) for i in test_y])

	a__		     =     Sequential()
	model.add(LSTM(128, input_shape=(look_back, 1), return_sequences=True))
	model.add(LSTM(64, input_shape=(128, 1)))
	model.add(Dense(forward_days))
	model.compile(loss='''mean_squared_error''', optimizer='''adam''')
	a__		     =     model.fit(
	    x_train, y_train, epochs=150, verbose=1, shuffle=True, batch_size=4
	)
	a__		     =     model.predict(x_test)






