



"""simple docstring"""
import itertools
import os
import subprocess
from os.path import dirname

from parameterized import parameterized

from tests.trainer.test_trainer import TrainerIntegrationCommon  # noqa
from transformers import is_torch_available
from transformers.testing_utils import (
    TestCasePlus,
    execute_subprocess_async,
    get_gpu_count,
    get_tests_dir,
    require_deepspeed,
    require_torch_gpu,
    slow,
)
from transformers.trainer_utils import set_seed


if is_torch_available():
			from tests.trainer.test_trainer import (  # noqa
			    RegressionModelConfig,
			    RegressionPreTrainedModel,
			    get_regression_trainer,
			)


set_seed(4_2)

__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					get_tests_dir('''fixtures''')
__SCREAMING_SNAKE_CASE     :  Optional[int]										=					os.path.join(dirname(get_tests_dir()))
__SCREAMING_SNAKE_CASE     :  List[str]										=					dirname(os.path.abspath(__file__))

# default torch.distributed port
__SCREAMING_SNAKE_CASE     :  Any										=					'''10999'''

__SCREAMING_SNAKE_CASE     :  int										=					'''t5-small'''

# *** Working Models ***
__SCREAMING_SNAKE_CASE     :  Optional[int]										=					'''hf-internal-testing/tiny-albert'''
__SCREAMING_SNAKE_CASE     :  Optional[Any]										=					'''sshleifer/bart-tiny-random'''
__SCREAMING_SNAKE_CASE     :  Dict										=					'''hf-internal-testing/tiny-bert'''
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''hf-internal-testing/tiny-random-bigbird_pegasus'''
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''hf-internal-testing/tiny-random-big_bird'''
__SCREAMING_SNAKE_CASE     :  Dict										=					'''hf-internal-testing/tiny-random-blenderbot'''
__SCREAMING_SNAKE_CASE     :  int										=					'''bigscience/bigscience-small-testing'''
__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					'''hf-internal-testing/tiny-random-deberta'''
__SCREAMING_SNAKE_CASE     :  List[str]										=					'''hf-internal-testing/tiny-random-deberta-v2'''
__SCREAMING_SNAKE_CASE     :  str										=					'''sshleifer/tiny-distilbert-base-cased'''
__SCREAMING_SNAKE_CASE     :  List[str]										=					'''hf-internal-testing/tiny-electra'''
__SCREAMING_SNAKE_CASE     :  Any										=					'''hf-internal-testing/tiny-random-flaubert'''
__SCREAMING_SNAKE_CASE     :  List[str]										=					'''stas/tiny-wmt19-en-de'''
__SCREAMING_SNAKE_CASE     :  Any										=					'''hf-internal-testing/tiny-random-funnel'''
__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					'''sshleifer/tiny-gpt2'''
__SCREAMING_SNAKE_CASE     :  Any										=					'''hf-internal-testing/tiny-random-gptj'''
__SCREAMING_SNAKE_CASE     :  Optional[int]										=					'''hf-internal-testing/tiny-random-gpt_neo'''
__SCREAMING_SNAKE_CASE     :  List[Any]										=					'''hf-internal-testing/tiny-layoutlm'''
__SCREAMING_SNAKE_CASE     :  Dict										=					'''hf-internal-testing/tiny-random-led'''
__SCREAMING_SNAKE_CASE     :  Any										=					'''hf-internal-testing/tiny-random-longformer'''
__SCREAMING_SNAKE_CASE     :  List[str]										=					'''stas/tiny-m2m_100'''  # hf tiny model is unsuitable
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''sshleifer/tiny-marian-en-de'''
__SCREAMING_SNAKE_CASE     :  str										=					'''sshleifer/tiny-mbart'''
__SCREAMING_SNAKE_CASE     :  Optional[int]										=					'''hf-internal-testing/tiny-random-mobilebert'''
__SCREAMING_SNAKE_CASE     :  Optional[Any]										=					'''hf-internal-testing/tiny-random-mpnet'''
__SCREAMING_SNAKE_CASE     :  Optional[Any]										=					'''stas/pegasus-cnn_dailymail-tiny-random'''
__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					'''hf-internal-testing/tiny-random-prophetnet'''
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''sshleifer/tiny-distilroberta-base'''
__SCREAMING_SNAKE_CASE     :  Any										=					'''hf-internal-testing/tiny-random-squeezebert'''
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''patrickvonplaten/t5-tiny-random'''
__SCREAMING_SNAKE_CASE     :  str										=					'''hf-internal-testing/tiny-random-t5-v1.1'''
__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					'''hf-internal-testing/tiny-random-vit'''
__SCREAMING_SNAKE_CASE     :  int										=					'''hf-internal-testing/tiny-xlm-roberta'''
__SCREAMING_SNAKE_CASE     :  Any										=					'''sshleifer/tiny-xlnet-base-cased'''


# *** To Fix ***


# *** tiny model issues ***
# missing model files:
__SCREAMING_SNAKE_CASE     :  Optional[int]										=					'''hf-internal-testing/tiny-random-mt5'''
__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					'''hf-internal-testing/tiny-random-camembert'''
__SCREAMING_SNAKE_CASE     :  Optional[int]										=					'''hf-internal-testing/tiny-random-openai-gpt'''

# missing tokenizer files
__SCREAMING_SNAKE_CASE     :  List[str]										=					'''hf-internal-testing/tiny-random-convbert'''
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''hf-internal-testing/tiny-random-layoutlmv2'''
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''hf-internal-testing/tiny-random-hubert'''

# issues with tokenizer
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''hf-internal-testing/tiny-random-ctrl'''
__SCREAMING_SNAKE_CASE     :  int										=					'''hf-internal-testing/tiny-random-transfo-xl'''  # same as ctrl

# other issues with tiny models
__SCREAMING_SNAKE_CASE     :  List[Any]										=					'''hf-internal-testing/tiny-random-ibert'''  # multiple issues with either mlm/qa/clas
__SCREAMING_SNAKE_CASE     :  Tuple										=					'''hf-internal-testing/tiny-random-reformer'''  # multiple issues with either mlm/qa/clas

# *** Lacking official examples to test with ***
# or not working with examples
__SCREAMING_SNAKE_CASE     :  Optional[Any]										=					'''hf-internal-testing/tiny-random-dpr'''
# - "dpr"  examples/research_projects/rag-end2end-retriever/
__SCREAMING_SNAKE_CASE     :  str										=					'''hf-internal-testing/tiny-random-rag'''
# - "rag" research_projects
__SCREAMING_SNAKE_CASE     :  str										=					''''''
# - "luke" Entities classes - no plan to make such example
__SCREAMING_SNAKE_CASE     :  List[Any]										=					'''hf-internal-testing/tiny-random-lxmert'''
# - "lxmert" doesn't work with run_qa.py
__SCREAMING_SNAKE_CASE     :  str										=					'''hf-internal-testing/tiny-random-clip'''
# - "clip" nothing under pytorch examples - XXX: Suraj is working on adding some - check by end of Sep
__SCREAMING_SNAKE_CASE     :  List[str]										=					'''hf-internal-testing/tiny-random-speech_to_text'''
# - "speech_to_text", nothing under pytorch examples


# *** Reactive mode ***
# models with low usage, unstable API, things about to change - do nothing about the following until someone runs into a problem
__SCREAMING_SNAKE_CASE     :  Any										=					'''hf-internal-testing/tiny-random-tapas'''



def 				lowerCAmelCase_(      lowercase_   :							Optional[int]=False							)		->				Optional[int]:
				# 1. explicitly set --num_nodes=1 just in case these tests end up run on a multi-node setup
				# - it won't be able to handle that
				# 2. for now testing with just 2 gpus max (since some quality tests may give different
				# results with mode gpus because we use very little data)
				_lowerCamelCase					     = min(2  ,      get_gpu_count()							) if distributed else 1
				_lowerCamelCase					     = os.environ.get('''DS_TEST_PORT'''  ,      lowercase_							)
				return F"""deepspeed --num_nodes 1 --num_gpus {num_gpus} --master_port {master_port}""".split()



def 				lowerCAmelCase_(      )		->				int:
				_lowerCamelCase					     = F"""{FIXTURE_DIRECTORY}/tests_samples"""
				_lowerCamelCase					     = F"""{data_dir_samples}/wmt_en_ro"""
				_lowerCamelCase					     = F"""{data_dir_samples}/xsum"""
				_lowerCamelCase					     = '''
        --do_train
        --max_train_samples 4
        --per_device_train_batch_size 2
        --num_train_epochs 1
        --fp16
        --report_to none
        --overwrite_output_dir
        '''.split()

				# try to cover as many models as possible once (it's enough to run on one task per model)
				# but need a tiny model for each
				#
				# should have "{model_type.upper()}_TINY" corresponding vars defined, e.g., T5_TINY, etc.
				_lowerCamelCase					     = {
				    '''trans''': [
				        '''bart''',
				        '''fsmt''',
				        '''m2m_100''',
				        '''marian''',
				        '''mbart''',
				        '''t5''',
				        '''t5_v1''',
				        # "mt5", missing model files
				    ],
				    '''sum''': [
				        '''pegasus''',
				    ],
				    '''clm''': [
				        '''big_bird''',
				        '''bigbird_pegasus''',
				        '''blenderbot''',
				        '''bloom''',
				        '''gpt2''',
				        '''gpt_neo''',
				        '''gptj''',
				        '''xlm-roberta''',
				        '''prophetnet''',
				        # "camembert", missing model files
				    ],
				    '''mlm''': [
				        '''albert''',
				        '''deberta''',
				        '''deberta-v2''',
				        '''distilbert''',
				        '''electra''',
				        '''flaubert''',
				        '''funnel''',
				        '''layoutlm''',
				        # "reformer", # multiple issues with either mlm/qa/clas
				    ],
				    '''qa''': [
				        '''led''',
				        '''longformer''',
				        '''mobilebert''',
				        '''mpnet''',
				        '''roberta''',
				        '''squeezebert''',
				        # "convbert", # missing tokenizer files
				        # "layoutlmv2", missing model files
				    ],
				    '''clas''': [
				        '''bert''',
				        '''xlnet''',
				        # "hubert", # missing tokenizer files
				        # "ibert", # multiple issues with either mlm/qa/clas
				        # "transfo-xl", # tokenizer issues as ctrl
				        # "ctrl", # tokenizer issues
				        # "openai-gpt", missing model files
				        # "tapas", multiple issues
				    ],
				    '''img_clas''': [
				        '''vit''',
				    ],
				}

				_lowerCamelCase					     = F"""{ROOT_DIRECTORY}/examples/pytorch"""

				_lowerCamelCase					     = {
				    '''trans''': F"""
        {scripts_dir}/translation/run_translation.py
        --train_file {data_dir_wmt}/train.json
        --source_lang en
        --target_lang ro
        """,
				    '''sum''': F"""
        {scripts_dir}/summarization/run_summarization.py
        --train_file {data_dir_xsum}/sample.json
        --max_source_length 12
        --max_target_length 12
        --lang en
        """,
				    '''clm''': F"""
        {scripts_dir}/language-modeling/run_clm.py
        --train_file {FIXTURE_DIRECTORY}/sample_text.txt
        --block_size 8
        """,
				    '''mlm''': F"""
        {scripts_dir}/language-modeling/run_mlm.py
        --train_file {FIXTURE_DIRECTORY}/sample_text.txt
        """,
				    '''qa''': F"""
        {scripts_dir}/question-answering/run_qa.py
        --train_file {data_dir_samples}/SQUAD/sample.json
        """,
				    '''clas''': F"""
        {scripts_dir}/text-classification/run_glue.py
        --train_file {data_dir_samples}/MRPC/train.csv
        --max_seq_length 12
        --task_name MRPC
        """,
				    '''img_clas''': F"""
        {scripts_dir}/image-classification/run_image_classification.py
            --dataset_name hf-internal-testing/cats_vs_dogs_sample
            --remove_unused_columns False
            --max_steps 10
            --image_processor_name {DS_TESTS_DIRECTORY}/vit_feature_extractor.json
        """,
				}

				_lowerCamelCase					     = get_launcher(distributed=lowercase_							)

				_lowerCamelCase					     = {}
				for task, args in tasks.items():
								_lowerCamelCase					     = args.split()
								for model in tasksamodels[task]:
												_lowerCamelCase					     = globals()[F"""{model.upper().replace("-"  ,      "_"							)}_TINY"""]
												_lowerCamelCase					     = F"""--model_name_or_path {model_name}""".split()
												_lowerCamelCase					     = launcher + args + args_model + args_main

												# # generation special case
												# if task == "gen":
												#     launcher = f"deepspeed --num_nodes 1 --num_gpus 1".split()
												#     args_model += f"--model_type {model}".split()
												#     cmds[f"{task}_{model}"] = launcher + args + args_model
												# else:

				return cmds


__SCREAMING_SNAKE_CASE     :  Union[str, Any]										=					make_task_cmds()

__SCREAMING_SNAKE_CASE     :  List[str]										=					'''zero2'''
__SCREAMING_SNAKE_CASE     :  List[Any]										=					'''zero3'''

__SCREAMING_SNAKE_CASE     :  int										=					[ZEROa, ZEROa]



def 				lowerCAmelCase_(      lowercase_   :							Any  ,      lowercase_   :							int  ,      lowercase_   :							Tuple							)		->				List[str]:
				# customize the test name generator function as we want both params to appear in the sub-test
				# name, as by default it shows only the first param
				_lowerCamelCase					     = parameterized.to_safe_name('''_'''.join(str(lowercase_							) for x in param.args							)							)
				return F"""{func.__name__}_{param_based_name}"""


# Cartesian-product of zero stages with models to test
__SCREAMING_SNAKE_CASE     :  int										=					list(itertools.product(stages, task_cmds.keys()))




@slow
@require_deepspeed
@require_torch_gpu
class 							lowerCamelCase_(      A__			):





					'''simple docstring'''



					def 	snake_case__					(			self ,				lowerCamelCase__ ,				lowerCamelCase__      ):
									# return a ready to run train cmd
									if task not in task_cmds:
													raise ValueError(F"""don't know of task {task}, have {task_cmds.keys()}"""      )

									_lowerCamelCase					     = task_cmds[task]
									_lowerCamelCase					     = F"""--deepspeed {self.test_file_dir_str}/ds_config_{stage}.json""".split()

									_lowerCamelCase					     = self.get_auto_remove_tmp_dir()
									_lowerCamelCase					     = F"""--output_dir {output_dir}""".split()

									cmd += args_ds + args_out

									return cmd, output_dir





					@parameterized.expand(lowerCamelCase__ ,				name_func=lowerCamelCase__      )
					def 	snake_case__					(			self ,				lowerCamelCase__ ,				lowerCamelCase__      ):
									# testing the ability to do a run followed by recovery of full fp32 weights

									_lowerCamelCase     ,   _lowerCamelCase					     = self.get_task_cmd(lowerCamelCase__ ,				lowerCamelCase__      )

									# 1. generate the checkpoint
									cmd += "--save_steps 1".split()
									# keep for quick debug
									# print(" ".join([f"\nPYTHONPATH={self.src_dir_str}"] + cmd)); die
									execute_subprocess_async(lowerCamelCase__ ,				env=self.get_env()      )

									# 2. test that the fp32 weights get reconsolidated
									_lowerCamelCase					     = F"""{output_dir}/checkpoint-1"""
									_lowerCamelCase					     = F"""{chkpt_dir}/out.bin"""
									_lowerCamelCase					     = F"""{chkpt_dir}/zero_to_fp32.py {chkpt_dir} {recovered_model_path}"""
									# keep for quick debug
									# print(" ".join([f"\nPYTHONPATH={self.src_dir_str}"] +cmd)); die
									subprocess.check_call(lowerCamelCase__ ,				shell=lowerCamelCase__      )
									assert os.path.exists(lowerCamelCase__      ), F"""{recovered_model_path} was not found"""

									# possibly could also test that the resulting saved model is usable but given that we use
									# random models we won't know if it's any good





"""simple docstring"""
from ..utils import DummyObject, requires_backends


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Tuple        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Tuple        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Tuple        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Any        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Tuple        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				int        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Dict        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Optional[int]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				str        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				List[str]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )


class 							lowerCamelCase_(      metaclass=A__			):





					'''simple docstring'''



					lowercase__      :				Union[str, Any]        =       ['vision']

					def __init__(			self ,				*lowerCamelCase__ ,				**lowerCamelCase__      ):
									requires_backends(self ,				['''vision''']      )
