import inspect
import os
import unittest
from pathlib import Path

import torch

import accelerate
from accelerate.test_utils import execute_subprocess_async
from accelerate.test_utils.testing import run_command






class 		a__						(					unittest.TestCase					):
					A	       =							inspect.getfile(accelerate.test_utils					)
					A	       =							os.path.sep.join(mod_file.split(os.path.sep					)[:-1] + ['scripts', 'test_cli.py']					)

					A	       =							['accelerate', 'launch']
					A	       =							Path.home() / '.cache/huggingface/accelerate'
					A	       =							'default_config.yaml'
					A	       =							config_folder / config_file
					A	       =							config_folder / '_default_config.yaml'

					A	       =							Path('tests/test_configs'					)

					@classmethod
					def 				__UpperCamelCase   (    cls      :       str    ):







							"""simple docstring"""






							if cls.config_path.is_file():
									cls.config_path.rename(cls.changed_path    )

					@classmethod
					def 				__UpperCamelCase   (    cls      :       Any    ):







							"""simple docstring"""






							if cls.changed_path.is_file():
									cls.changed_path.rename(cls.config_path    )

					def 				__UpperCamelCase   (    self      :       Dict    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		str				      =    self.base_cmd
							if torch.cuda.is_available() and (torch.cuda.device_count() > 1):
									cmd += ["--multi_gpu"]
							execute_subprocess_async(cmd + [self.test_file_path],env=os.environ.copy()    )

					def 				__UpperCamelCase   (    self      :       Dict    ):







							"""simple docstring"""






							for config in sorted(self.test_config_path.glob("**/*.yaml"    )    ):
									with self.subTest(config_file=_A    ):
											execute_subprocess_async(
											    self.base_cmd + ["--config_file", str(_A    ), self.test_file_path],env=os.environ.copy()    )






					def 				__UpperCamelCase   (    self      :       int    ):







							"""simple docstring"""






							execute_subprocess_async(["accelerate", "test"],env=os.environ.copy()    )







class 		a__						(					unittest.TestCase					):
					A	       =							'test-tpu'
					A	       =							'us-central1-a'
					A	       =							'ls'
					A	       =							['accelerate', 'tpu-config']
					A	       =							'cd /usr/share'
					A	       =							'tests/test_samples/test_command_file.sh'
					A	       =							'Running gcloud compute tpus tpu-vm ssh'

					def 				__UpperCamelCase   (    self      :       int    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Dict				      =    run_command(
							    self.cmd
							    + ["--command", self.command, "--tpu_zone", self.tpu_zone, "--tpu_name", self.tpu_name, "--debug"],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       List[str]    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Union[str, Any]				      =    run_command(
							    self.cmd
							    + [
							        "--config_file",
							        "tests/test_configs/0_12_0.yaml",
							        "--command",
							        self.command,
							        "--tpu_zone",
							        self.tpu_zone,
							        "--tpu_name",
							        self.tpu_name,
							        "--debug",
							    ],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       Optional[Any]    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Optional[Any]				      =    run_command(
							    self.cmd + ["--config_file", "tests/test_configs/latest.yaml", "--debug"],return_stdout=_A    )
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       Optional[int]    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		int				      =    run_command(
							    self.cmd + ["--config_file", "tests/test_configs/latest.yaml", "--command", self.command, "--debug"],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       Tuple    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		int				      =    run_command(
							    self.cmd
							    + [
							        "--config_file",
							        "tests/test_configs/latest.yaml",
							        "--command",
							        self.command,
							        "--command",
							        "echo \"Hello World\"",
							        "--debug",
							    ],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls; echo "Hello World" --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       Dict    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Tuple				      =    run_command(
							    self.cmd
							    + ["--config_file", "tests/test_configs/latest.yaml", "--command_file", self.command_file, "--debug"],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       Dict    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Any				      =    run_command(
							    self.cmd
							    + [
							        "--config_file",
							        "tests/test_configs/0_12_0.yaml",
							        "--command_file",
							        self.command_file,
							        "--tpu_zone",
							        self.tpu_zone,
							        "--tpu_name",
							        self.tpu_name,
							        "--debug",
							    ],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all',_A,)

					def 				__UpperCamelCase   (    self      :       str    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		List[str]				      =    run_command(
							    self.cmd + ["--config_file", "tests/test_configs/latest.yaml", "--install_accelerate", "--debug"],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate -U; echo "hello world"; echo "this is a second command" --worker all',_A,)






					def 				__UpperCamelCase   (    self      :       Dict    ):







							"""simple docstring"""






							SCREAMING_SNAKE_CASE_  :		Optional[int]				      =    run_command(
							    self.cmd
							    + [
							        "--config_file",
							        "tests/test_configs/latest.yaml",
							        "--install_accelerate",
							        "--accelerate_version",
							        "12.0.0",
							        "--debug",
							    ],return_stdout=_A,)
							self.assertIn(
							    F'{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate==12.0.0; echo "hello world"; echo "this is a second command" --worker all',_A,)





"""simple docstring"""
import copy
from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging
from ..auto import CONFIG_MAPPING


A:   List[str]								=		logging.get_logger(__name__)

A:   Dict								=		{
    "microsoft/conditional-detr-resnet-50": (
        "https://huggingface.co/microsoft/conditional-detr-resnet-50/resolve/main/config.json"
    ),
}



class       SCREAMING_SNAKE_CASE__  (					UpperCAmelCase__ ):
   __lowerCAmelCase  :   Any						=						'conditional_detr'
   __lowerCAmelCase  :   Union[str, Any]						=						['past_key_values']
   __lowerCAmelCase  :   int						=						{
       'hidden_size': 'd_model',
       'num_attention_heads': 'encoder_attention_heads',
   }

   def __init__(   self      ,     _SCREAMING_SNAKE_CASE=True      ,     _SCREAMING_SNAKE_CASE=None      ,     _SCREAMING_SNAKE_CASE=3      ,     _SCREAMING_SNAKE_CASE=300      ,     _SCREAMING_SNAKE_CASE=6      ,     _SCREAMING_SNAKE_CASE=2048      ,     _SCREAMING_SNAKE_CASE=8      ,     _SCREAMING_SNAKE_CASE=6      ,     _SCREAMING_SNAKE_CASE=2048      ,     _SCREAMING_SNAKE_CASE=8      ,     _SCREAMING_SNAKE_CASE=0.0      ,     _SCREAMING_SNAKE_CASE=0.0      ,     _SCREAMING_SNAKE_CASE=True      ,     _SCREAMING_SNAKE_CASE="relu"      ,     _SCREAMING_SNAKE_CASE=256      ,     _SCREAMING_SNAKE_CASE=0.1      ,     _SCREAMING_SNAKE_CASE=0.0      ,     _SCREAMING_SNAKE_CASE=0.0      ,     _SCREAMING_SNAKE_CASE=0.02      ,     _SCREAMING_SNAKE_CASE=1.0      ,     _SCREAMING_SNAKE_CASE=False      ,     _SCREAMING_SNAKE_CASE="sine"      ,     _SCREAMING_SNAKE_CASE="resnet50"      ,     _SCREAMING_SNAKE_CASE=True      ,     _SCREAMING_SNAKE_CASE=False      ,     _SCREAMING_SNAKE_CASE=2      ,     _SCREAMING_SNAKE_CASE=5      ,     _SCREAMING_SNAKE_CASE=2      ,     _SCREAMING_SNAKE_CASE=1      ,     _SCREAMING_SNAKE_CASE=1      ,     _SCREAMING_SNAKE_CASE=2      ,     _SCREAMING_SNAKE_CASE=5      ,     _SCREAMING_SNAKE_CASE=2      ,     _SCREAMING_SNAKE_CASE=0.25      ,     **_SCREAMING_SNAKE_CASE      ,     )  ->      Tuple:





    '''simple docstring'''




    if backbone_config is not None and use_timm_backbone:
     raise ValueError("""You can't specify both `backbone_config` and `use_timm_backbone`."""						)

    if not use_timm_backbone:
     if backbone_config is None:
      logger.info("""`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone."""						)
      UpperCAmelCase	:					Tuple	=	CONFIG_MAPPING["""resnet"""](out_features=["""stage4"""]						)
     elif isinstance(_SCREAMING_SNAKE_CASE      ,     _SCREAMING_SNAKE_CASE						):
      UpperCAmelCase	:					str	=	backbone_config.get("""model_type"""						)
      UpperCAmelCase	:					int	=	CONFIG_MAPPING[backbone_model_type]
      UpperCAmelCase	:					Union[str, Any]	=	config_class.from_dict(_SCREAMING_SNAKE_CASE						)

    UpperCAmelCase	:					Union[str, Any]	=	use_timm_backbone
    UpperCAmelCase	:					Optional[int]	=	backbone_config
    UpperCAmelCase	:					List[str]	=	num_channels
    UpperCAmelCase	:					Any	=	num_queries
    UpperCAmelCase	:					Union[str, Any]	=	d_model
    UpperCAmelCase	:					List[str]	=	encoder_ffn_dim
    UpperCAmelCase	:					Optional[int]	=	encoder_layers
    UpperCAmelCase	:					Union[str, Any]	=	encoder_attention_heads
    UpperCAmelCase	:					Optional[Any]	=	decoder_ffn_dim
    UpperCAmelCase	:					Any	=	decoder_layers
    UpperCAmelCase	:					Optional[int]	=	decoder_attention_heads
    UpperCAmelCase	:					Optional[int]	=	dropout
    UpperCAmelCase	:					Dict	=	attention_dropout
    UpperCAmelCase	:					Dict	=	activation_dropout
    UpperCAmelCase	:					Any	=	activation_function
    UpperCAmelCase	:					Any	=	init_std
    UpperCAmelCase	:					Tuple	=	init_xavier_std
    UpperCAmelCase	:					Optional[int]	=	encoder_layerdrop
    UpperCAmelCase	:					Any	=	decoder_layerdrop
    UpperCAmelCase	:					Any	=	encoder_layers
    UpperCAmelCase	:					Optional[Any]	=	auxiliary_loss
    UpperCAmelCase	:					List[Any]	=	position_embedding_type
    UpperCAmelCase	:					Union[str, Any]	=	backbone
    UpperCAmelCase	:					List[Any]	=	use_pretrained_backbone
    UpperCAmelCase	:					Dict	=	dilation
    # Hungarian matcher
    UpperCAmelCase	:					Optional[int]	=	class_cost
    UpperCAmelCase	:					List[str]	=	bbox_cost
    UpperCAmelCase	:					List[str]	=	giou_cost
    # Loss coefficients
    UpperCAmelCase	:					List[Any]	=	mask_loss_coefficient
    UpperCAmelCase	:					List[str]	=	dice_loss_coefficient
    UpperCAmelCase	:					Optional[int]	=	cls_loss_coefficient
    UpperCAmelCase	:					Union[str, Any]	=	bbox_loss_coefficient
    UpperCAmelCase	:					Union[str, Any]	=	giou_loss_coefficient
    UpperCAmelCase	:					int	=	focal_alpha
    super().__init__(is_encoder_decoder=_SCREAMING_SNAKE_CASE      ,     **_SCREAMING_SNAKE_CASE						)

   @property
   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      int:





    '''simple docstring'''




    return self.encoder_attention_heads

   @property
   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      int:





    '''simple docstring'''




    return self.d_model




   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      Any:





    '''simple docstring'''




    UpperCAmelCase	:					List[Any]	=	copy.deepcopy(self.__dict__						)
    if self.backbone_config is not None:
     UpperCAmelCase	:					Union[str, Any]	=	self.backbone_config.to_dict()
    UpperCAmelCase	:					Dict	=	self.__class__.model_type
    return output



class       SCREAMING_SNAKE_CASE__  (					UpperCAmelCase__ ):
   __lowerCAmelCase  :   Any						=						version.parse('1.11' )

   @property
   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      Mapping[str, Mapping[int, str]]:





    '''simple docstring'''




    return OrderedDict(
        [
            ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
            ("""pixel_mask""", {0: """batch"""}),
        ]						)

   @property
   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      float:





    '''simple docstring'''




    return 1E-5




   @property
   def 	SCREAMING_SNAKE_CASE     (   self						)  ->      int:





    '''simple docstring'''




    return 12
