from collections.abc import Generator
from math import sin
def 					_snake_case	(  __snake_case						):
					if len(__snake_case						) != 32:
										raise ValueError('''Input must be of length 32'''						)

					_UpperCamelCase			     =     B''''''
					for i in [3, 2, 1, 0]:
										little_endian += string_aa[8 * i : 8 * i + 8]
					return little_endian
def 					_snake_case	(  __snake_case						):
					if i < 0:
										raise ValueError('''Input must be non-negative'''						)

					_UpperCamelCase			     =     format(__snake_case  ,     '''08x'''						)[-8:]
					_UpperCamelCase			     =     B''''''
					for i in [3, 2, 1, 0]:
										little_endian_hex += hex_rep[2 * i : 2 * i + 2].encode('''utf-8'''						)
					return little_endian_hex
def 					_snake_case	(  __snake_case						):
					_UpperCamelCase			     =     B''''''
					for char in message:
										bit_string += format(__snake_case  ,     '''08b'''						).encode('''utf-8'''						)
					_UpperCamelCase			     =     format(len(__snake_case						)  ,     '''064b'''						).encode('''utf-8'''						)

					# Pad bit_string to a multiple of 512 chars
					bit_string += b"1"
					while len(__snake_case						) % 512 != 448:
										bit_string += b"0"
					bit_string += to_little_endian(start_len[32:]						) + to_little_endian(start_len[:32]						)

					return bit_string
def 					_snake_case	(  __snake_case						):
					if len(__snake_case						) % 512 != 0:
										raise ValueError('''Input must have length that\'s a multiple of 512'''						)

					for pos in range(0  ,     len(__snake_case						)  ,     512						):
										_UpperCamelCase			     =     bit_string[pos : pos + 512]
										_UpperCamelCase			     =     []
										for i in range(0  ,     512  ,     32						):
															block_words.append(int(to_little_endian(block[i : i + 32]						)  ,     2						)						)
										yield block_words
def 					_snake_case	(  __snake_case						):
					if i < 0:
										raise ValueError('''Input must be non-negative'''						)

					_UpperCamelCase			     =     format(__snake_case  ,     '''032b'''						)
					_UpperCamelCase			     =     ''''''
					for c in i_str:
										new_str += "1" if c == "0" else "0"
					return int(__snake_case  ,     2						)
def 					_snake_case	(  __snake_case  ,     __snake_case						):
					return (a + b) % 2**32
def 					_snake_case	(  __snake_case  ,     __snake_case						):
					if i < 0:
										raise ValueError('''Input must be non-negative'''						)
					if shift < 0:
										raise ValueError('''Shift must be non-negative'''						)
					return ((i << shift) ^ (i >> (32 - shift))) % 2**32
def 					_snake_case	(  __snake_case						):
					_UpperCamelCase			     =     preprocess(__snake_case						)

					_UpperCamelCase			     =     [int(2**32 * abs(sin(i + 1						)						)						) for i in range(64						)]

					# Starting states
					_UpperCamelCase			     =     0x6745_2301
					_UpperCamelCase			     =     0xEFCD_AB89
					_UpperCamelCase			     =     0x98BA_DCFE
					_UpperCamelCase			     =     0x1032_5476

					_UpperCamelCase			     =     [
					    7,
					    12,
					    17,
					    22,
					    7,
					    12,
					    17,
					    22,
					    7,
					    12,
					    17,
					    22,
					    7,
					    12,
					    17,
					    22,
					    5,
					    9,
					    14,
					    20,
					    5,
					    9,
					    14,
					    20,
					    5,
					    9,
					    14,
					    20,
					    5,
					    9,
					    14,
					    20,
					    4,
					    11,
					    16,
					    23,
					    4,
					    11,
					    16,
					    23,
					    4,
					    11,
					    16,
					    23,
					    4,
					    11,
					    16,
					    23,
					    6,
					    10,
					    15,
					    21,
					    6,
					    10,
					    15,
					    21,
					    6,
					    10,
					    15,
					    21,
					    6,
					    10,
					    15,
					    21,
					]

					# Process bit string in chunks, each with 16 32-char words
					for block_words in get_block_words(__snake_case						):
										_UpperCamelCase			     =     aa
										_UpperCamelCase			     =     ba
										_UpperCamelCase			     =     ca
										_UpperCamelCase			     =     da

										# Hash current chunk
										for i in range(64						):
															if i <= 15:
																				# f = (b & c) | (not_32(b) & d)     # Alternate definition for f
																				_UpperCamelCase			     =     d ^ (b & (c ^ d))
																				_UpperCamelCase			     =     i
															elif i <= 31:
																				# f = (d & b) | (not_32(d) & c)     # Alternate definition for f
																				_UpperCamelCase			     =     c ^ (d & (b ^ c))
																				_UpperCamelCase			     =     (5 * i + 1) % 16
															elif i <= 47:
																				_UpperCamelCase			     =     b ^ c ^ d
																				_UpperCamelCase			     =     (3 * i + 5) % 16
															else:
																				_UpperCamelCase			     =     c ^ (b | not_aa(__snake_case						))
																				_UpperCamelCase			     =     (7 * i) % 16
															_UpperCamelCase			     =     (f + a + added_consts[i] + block_words[g]) % 2**32
															_UpperCamelCase			     =     d
															_UpperCamelCase			     =     c
															_UpperCamelCase			     =     b
															_UpperCamelCase			     =     sum_aa(__snake_case  ,     left_rotate_aa(__snake_case  ,     shift_amounts[i]						)						)

										# Add hashed chunk to running total
										_UpperCamelCase			     =     sum_aa(__snake_case  ,     __snake_case						)
										_UpperCamelCase			     =     sum_aa(__snake_case  ,     __snake_case						)
										_UpperCamelCase			     =     sum_aa(__snake_case  ,     __snake_case						)
										_UpperCamelCase			     =     sum_aa(__snake_case  ,     __snake_case						)

					_UpperCamelCase			     =     reformat_hex(__snake_case						) + reformat_hex(__snake_case						) + reformat_hex(__snake_case						) + reformat_hex(__snake_case						)
					return digest


if __name__ == "__main__":
					import doctest

					doctest.testmod()







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			(    A=""     ):




   '''simple docstring'''

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

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






 '''simple docstring'''





 def  __UpperCAmelCase						(  self		)	->       str:
    UpperCAmelCase__						=torch.rand(12,		dtype=torch.floataa		) - 0.5
    UpperCAmelCase__						=AgentAudio(A_		)
    UpperCAmelCase__						=str(agent_type.to_string()		)

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

    del agent_type

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

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






 def  __UpperCAmelCase						(  self		)	->       Optional[Any]:
    UpperCAmelCase__						=torch.rand(12,		dtype=torch.floataa		) - 0.5
    UpperCAmelCase__						=get_new_path(suffix=".wav"		)
    sf.write(A_,		A_,		1_6000		)

    UpperCAmelCase__						=AgentAudio(A_		)

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

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






 '''simple docstring'''





 def  __UpperCAmelCase						(  self		)	->       int:
    UpperCAmelCase__						=torch.randint(0,		256,		(64, 64, 3)		)
    UpperCAmelCase__						=AgentImage(A_		)
    UpperCAmelCase__						=str(agent_type.to_string()		)

    # Ensure that the tensor and the agent_type's tensor are the same
    self.assertTrue(torch.allclose(A_,		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(A_		)		)

 def  __UpperCAmelCase						(  self		)	->       List[str]:
    UpperCAmelCase__						=Path(get_tests_dir("fixtures/tests_samples/COCO"		)		) / "000000039769.png"
    UpperCAmelCase__						=Image.open(A_		)
    UpperCAmelCase__						=AgentImage(A_		)

    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(A_		)		)






 def  __UpperCAmelCase						(  self		)	->       Tuple:
    UpperCAmelCase__						=Path(get_tests_dir("fixtures/tests_samples/COCO"		)		) / "000000039769.png"
    UpperCAmelCase__						=Image.open(A_		)
    UpperCAmelCase__						=AgentImage(A_		)

    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(A_		)		)

class     snake_case_		(   unittest.TestCase							):






 '''simple docstring'''





 def  __UpperCAmelCase						(  self		)	->       List[Any]:
    UpperCAmelCase__						="Hey!"
    UpperCAmelCase__						=AgentText(A_		)

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



