"""simple docstring"""




import argparse
import os
import re


__lowerCamelCase											=  "src/diffusers"

# Pattern that looks at the indentation in a line.
__lowerCamelCase											=  re.compile(R"^(\s*)\S")
# Pattern that matches `"key":" and puts `key` in group 0.
__lowerCamelCase											=  re.compile(R"^\s*\"([^\"]+)\":")
# Pattern that matches `_import_structure["key"]` and puts `key` in group 0.
__lowerCamelCase											=  re.compile(R"^\s*_import_structure\[\"([^\"]+)\"\]")
# Pattern that matches `"key",` and puts `key` in group 0.
__lowerCamelCase											=  re.compile(R"^\s*\"([^\"]+)\",\s*$")
# Pattern that matches any `[stuff]` and puts `stuff` in group 0.
__lowerCamelCase											=  re.compile(R"\[([^\]]+)\]")






def   UpperCAmelCase					(	UpperCamelCase__				):






							"""simple docstring"""





							A__	     =							_re_indent.search(UpperCamelCase__				)
							return "" if search is None else search.groups()[0]






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__=""       ,    UpperCamelCase__=None       ,    UpperCamelCase__=None				):






							"""simple docstring"""





							A__	     =							0
							A__	     =							code.split('\n'				)
							if start_prompt is not None:
														while not lines[index].startswith(UpperCamelCase__				):
																					index += 1
														A__	     =							['\n'.join(lines[:index]				)]
							else:
														A__	     =							[]

							# We split into blocks until we get to the `end_prompt` (or the end of the block).
							A__	     =							[lines[index]]
							index += 1
							while index < len(UpperCamelCase__				) and (end_prompt is None or not lines[index].startswith(UpperCamelCase__				)):
														if len(lines[index]				) > 0 and get_indent(lines[index]				) == indent_level:
																					if len(UpperCamelCase__				) > 0 and get_indent(current_block[-1]				).startswith(indent_level + ' '				):
																												current_block.append(lines[index]				)
																												blocks.append('\n'.join(UpperCamelCase__				)				)
																												if index < len(UpperCamelCase__				) - 1:
																																			A__	     =							[lines[index + 1]]
																																			index += 1
																												else:
																																			A__	     =							[]
																					else:
																												blocks.append('\n'.join(UpperCamelCase__				)				)
																												A__	     =							[lines[index]]
														else:
																					current_block.append(lines[index]				)
														index += 1

							# Adds current block if it's nonempty.
							if len(UpperCamelCase__				) > 0:
														blocks.append('\n'.join(UpperCamelCase__				)				)

							# Add final block after end_prompt if provided.
							if end_prompt is not None and index < len(UpperCamelCase__				):
														blocks.append('\n'.join(lines[index:]				)				)

							return blocks






def   UpperCAmelCase					(	UpperCamelCase__				):






							"""simple docstring"""





							def _inner(UpperCamelCase__				):
														return key(UpperCamelCase__				).lower().replace('_'       ,    ''				)

							return _inner






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__=None				):






							"""simple docstring"""





							def noop(UpperCamelCase__				):
														return x

							if key is None:
														A__	     =							noop
							# Constants are all uppercase, they go first.
							A__	     =							[obj for obj in objects if key(UpperCamelCase__				).isupper()]
							# Classes are not all uppercase but start with a capital, they go second.
							A__	     =							[obj for obj in objects if key(UpperCamelCase__				)[0].isupper() and not key(UpperCamelCase__				).isupper()]
							# Functions begin with a lowercase, they go last.
							A__	     =							[obj for obj in objects if not key(UpperCamelCase__				)[0].isupper()]

							A__	     =							ignore_underscore(UpperCamelCase__				)
							return sorted(UpperCamelCase__       ,    key=UpperCamelCase__				) + sorted(UpperCamelCase__       ,    key=UpperCamelCase__				) + sorted(UpperCamelCase__       ,    key=UpperCamelCase__				)






def   UpperCAmelCase					(	UpperCamelCase__				):






							"""simple docstring"""





							def _replace(UpperCamelCase__				):
														A__	     =							match.groups()[0]
														if "," not in imports:
																					return F'''[{imports}]'''
														A__	     =							[part.strip().replace('"'       ,    ''				) for part in imports.split(','				)]
														# We will have a final empty element if the line finished with a comma.
														if len(keys[-1]				) == 0:
																					A__	     =							keys[:-1]
														return "[" + ", ".join([F'''"{k}"''' for k in sort_objects(UpperCamelCase__				)]				) + "]"

							A__	     =							import_statement.split('\n'				)
							if len(UpperCamelCase__				) > 3:
														# Here we have to sort internal imports that are on several lines (one per name):
														# key: [
														#     "object1",
														#     "object2",
														#     ...
														# ]

														# We may have to ignore one or two lines on each side.
														A__	     =							2 if lines[1].strip() == '[' else 1
														A__	     =							[(i, _re_strip_line.search(UpperCamelCase__				).groups()[0]) for i, line in enumerate(lines[idx:-idx]				)]
														A__	     =							sort_objects(UpperCamelCase__       ,    key=lambda UpperCamelCase__				: x[1]				)
														A__	     =							[lines[x[0] + idx] for x in sorted_indices]
														return "\n".join(lines[:idx] + sorted_lines + lines[-idx:]				)
							elif len(UpperCamelCase__				) == 3:
														# Here we have to sort internal imports that are on one separate line:
														# key: [
														#     "object1", "object2", ...
														# ]
														if _re_bracket_content.search(lines[1]				) is not None:
																					A__	     =							_re_bracket_content.sub(_replace       ,    lines[1]				)
														else:
																					A__	     =							[part.strip().replace('"'       ,    ''				) for part in lines[1].split(','				)]
																					# We will have a final empty element if the line finished with a comma.
																					if len(keys[-1]				) == 0:
																												A__	     =							keys[:-1]
																					A__	     =							get_indent(lines[1]				) + ', '.join([F'''"{k}"''' for k in sort_objects(UpperCamelCase__				)]				)
														return "\n".join(UpperCamelCase__				)
							else:
														# Finally we have to deal with imports fitting on one line
														A__	     =							_re_bracket_content.sub(_replace       ,    UpperCamelCase__				)
														return import_statement






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__=True				):






							"""simple docstring"""





							with open(UpperCamelCase__       ,    'r'				) as f:
														A__	     =							f.read()

							if "_import_structure" not in code:
														return

							# Blocks of indent level 0
							A__	     =							split_code_in_indented_blocks(
							    UpperCamelCase__       ,    start_prompt='_import_structure = {'       ,    end_prompt='if TYPE_CHECKING:'				)

							# We ignore block 0 (everything until start_prompt) and the last block (everything after end_prompt).
							for block_idx in range(1       ,    len(UpperCamelCase__				) - 1				):
														# Check if the block contains some `_import_structure`s thingy to sort.
														A__	     =							main_blocks[block_idx]
														A__	     =							block.split('\n'				)

														# Get to the start of the imports.
														A__	     =							0
														while line_idx < len(UpperCamelCase__				) and "_import_structure" not in block_lines[line_idx]:
																					# Skip dummy import blocks
																					if "import dummy" in block_lines[line_idx]:
																												A__	     =							len(UpperCamelCase__				)
																					else:
																												line_idx += 1
														if line_idx >= len(UpperCamelCase__				):
																					continue

														# Ignore beginning and last line: they don't contain anything.
														A__	     =							'\n'.join(block_lines[line_idx:-1]				)
														A__	     =							get_indent(block_lines[1]				)
														# Slit the internal block into blocks of indent level 1.
														A__	     =							split_code_in_indented_blocks(UpperCamelCase__       ,    indent_level=UpperCamelCase__				)
														# We have two categories of import key: list or _import_structure[key].append/extend
														A__	     =							_re_direct_key if '_import_structure' in block_lines[0] else _re_indirect_key
														# Grab the keys, but there is a trap: some lines are empty or just comments.
														A__	     =							[(pattern.search(UpperCamelCase__				).groups()[0] if pattern.search(UpperCamelCase__				) is not None else None) for b in internal_blocks]
														# We only sort the lines with a key.
														A__	     =							[(i, key) for i, key in enumerate(UpperCamelCase__				) if key is not None]
														A__	     =							[x[0] for x in sorted(UpperCamelCase__       ,    key=lambda UpperCamelCase__				: x[1]				)]

														# We reorder the blocks by leaving empty lines/comments as they were and reorder the rest.
														A__	     =							0
														A__	     =							[]
														for i in range(len(UpperCamelCase__				)				):
																					if keys[i] is None:
																												reordered_blocks.append(internal_blocks[i]				)
																					else:
																												A__	     =							sort_objects_in_import(internal_blocks[sorted_indices[count]]				)
																												reordered_blocks.append(UpperCamelCase__				)
																												count += 1

        # And we put our main block back together with its first and last line.
														A__	     =							'\n'.join(block_lines[:line_idx] + reordered_blocks + [block_lines[-1]]				)

							if code != "\n".join(UpperCamelCase__				):
														if check_only:
																					return True
														else:
																					print(F'''Overwriting {file}.'''				)
																					with open(UpperCamelCase__       ,    'w'				) as f:
																												f.write('\n'.join(UpperCamelCase__				)				)






def   UpperCAmelCase					(	UpperCamelCase__=True				):






							"""simple docstring"""





							A__	     =							[]
							for root, _, files in os.walk(UpperCamelCase__				):
														if "__init__.py" in files:
																					A__	     =							sort_imports(os.path.join(UpperCamelCase__       ,    '__init__.py'				)       ,    check_only=UpperCamelCase__				)
																					if result:
																												A__	     =							[os.path.join(UpperCamelCase__       ,    '__init__.py'				)]
							if len(UpperCamelCase__				) > 0:
														raise ValueError(F'''Would overwrite {len(UpperCamelCase__				)} files, run `make style`.'''				)


if __name__ == "__main__":
				__lowerCamelCase											=  argparse.ArgumentParser()
				parser.add_argument("--check_only", action="store_true", help="Whether to only check or fix style.")
				__lowerCamelCase											=  parser.parse_args()

				sort_imports_in_all_inits(check_only=args.check_only)






"""simple docstring"""




from math import cos, sin, sqrt, tau

from audio_filters.iir_filter import IIRFilter






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)				):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)

							A__	     =							(1 - _cos) / 2
							A__	     =							1 - _cos

							A__	     =							1 + alpha
							A__	     =							-2 * _cos
							A__	     =							1 - alpha

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]       ,    [ba, ba, ba]				)
							return filt






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)				):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)

							A__	     =							(1 + _cos) / 2
							A__	     =							-1 - _cos

							A__	     =							1 + alpha
							A__	     =							-2 * _cos
							A__	     =							1 - alpha

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]       ,    [ba, ba, ba]				)
							return filt






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)				):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)

							A__	     =							_sin / 2
							A__	     =							0
							A__	     =							-ba

							A__	     =							1 + alpha
							A__	     =							-2 * _cos
							A__	     =							1 - alpha

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]       ,    [ba, ba, ba]				)
							return filt






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)				):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)

							A__	     =							1 - alpha
							A__	     =							-2 * _cos
							A__	     =							1 + alpha

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([ba, ba, ba]       ,    [ba, ba, ba]				)
							return filt






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)       ,    ):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)
							A__	     =							10 ** (gain_db / 40)

							A__	     =							1 + alpha * big_a
							A__	     =							-2 * _cos
							A__	     =							1 - alpha * big_a
							A__	     =							1 + alpha / big_a
							A__	     =							-2 * _cos
							A__	     =							1 - alpha / big_a

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]       ,    [ba, ba, ba]				)
							return filt






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)       ,    ):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)
							A__	     =							10 ** (gain_db / 40)
							A__	     =							(big_a + 1) - (big_a - 1) * _cos
							A__	     =							(big_a + 1) + (big_a - 1) * _cos
							A__	     =							(big_a - 1) - (big_a + 1) * _cos
							A__	     =							(big_a - 1) + (big_a + 1) * _cos
							A__	     =							2 * sqrt(UpperCamelCase__				) * alpha

							A__	     =							big_a * (pmc + aaa)
							A__	     =							2 * big_a * mpc
							A__	     =							big_a * (pmc - aaa)
							A__	     =							ppmc + aaa
							A__	     =							-2 * pmpc
							A__	     =							ppmc - aaa

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]       ,    [ba, ba, ba]				)
							return filt






def   UpperCAmelCase					(	UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__       ,    UpperCamelCase__ = 1 / sqrt(2				)       ,    ):






							"""simple docstring"""





							A__	     =							tau * frequency / samplerate
							A__	     =							sin(UpperCamelCase__				)
							A__	     =							cos(UpperCamelCase__				)
							A__	     =							_sin / (2 * q_factor)
							A__	     =							10 ** (gain_db / 40)
							A__	     =							(big_a + 1) - (big_a - 1) * _cos
							A__	     =							(big_a + 1) + (big_a - 1) * _cos
							A__	     =							(big_a - 1) - (big_a + 1) * _cos
							A__	     =							(big_a - 1) + (big_a + 1) * _cos
							A__	     =							2 * sqrt(UpperCamelCase__				) * alpha

							A__	     =							big_a * (ppmc + aaa)
							A__	     =							-2 * big_a * pmpc
							A__	     =							big_a * (ppmc - aaa)
							A__	     =							pmc + aaa
							A__	     =							2 * mpc
							A__	     =							pmc - aaa

							A__	     =							IIRFilter(2				)
							filt.set_coefficients([aa, aa, aa]       ,    [ba, ba, ba]				)
							return filt





