# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import numpy as np
import torch

from ..models.clipseg import CLIPSegForImageSegmentation
from ..utils import is_vision_available, requires_backends
from .base import PipelineTool


if is_vision_available():
      from PIL import Image

class    snake_case       (   _a    ):
  lowercase_								=  (
      '''This is a tool that creates a segmentation mask of an image according to a label. It cannot create an image.'''
      '''It takes two arguments named `image` which should be the original image, and `label` which should be a text '''
      '''describing the elements what should be identified in the segmentation mask. The tool returns the mask.'''
  )
  lowercase_								=  '''CIDAS/clipseg-rd64-refined'''
  lowercase_								=  '''image_segmenter'''
  lowercase_								=  CLIPSegForImageSegmentation

  lowercase_								=  ['''image''', '''text''']
  lowercase_								=  ['''image''']




  def __init__(   self  :						List[Any]  ,			*a_  :						int  ,			**a_  :						Dict					)->							Tuple:




       """simple docstring"""
       requires_backends(self  ,			['vision']					)
       super().__init__(*__UpperCamelCase  ,			**__UpperCamelCase					)




  def 						__lowercase(   self  :						List[str]  ,			a_  :						int  ,			a_  :						Dict					)->							Any:




       """simple docstring"""
       return self.pre_processor(text=[label]  ,			images=[image]  ,			padding=__UpperCamelCase  ,			return_tensors='pt'					)




  def 						__lowercase(   self  :						Dict  ,			a_  :						Dict					)->							Optional[int]:




       """simple docstring"""
       with torch.no_grad():
            SCREAMING_SNAKE_CASE__					:					int      =		self.model(**__UpperCamelCase					).logits
       return logits




  def 						__lowercase(   self  :						Union[str, Any]  ,			a_  :						int					)->							int:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Tuple      =		outputs.cpu().detach().numpy()
       SCREAMING_SNAKE_CASE__					:					Dict      =		0
       SCREAMING_SNAKE_CASE__					:					Dict      =		1
       return Image.fromarray((array * 255).astype(np.uinta					)					)





from datasets.utils.patching import _PatchedModuleObj, patch_submodule

from . import _test_patching




def 	UpperCamelCase__  (     )  ->     List[str]:
						import os as original_os
						from os import path as original_path
						from os import rename as original_rename
						from os.path import dirname as original_dirname
						from os.path import join as original_join

						assert _test_patching.os is original_os
						assert _test_patching.path is original_path
						assert _test_patching.join is original_join

						assert _test_patching.renamed_os is original_os
						assert _test_patching.renamed_path is original_path
						assert _test_patching.renamed_join is original_join

						_lowercase					       =					"""__test_patch_submodule_mock__"""
						with patch_submodule(_test_patching		,   """os.path.join"""		,   SCREAMING_SNAKE_CASE_       ):
												# Every way to access os.path.join must be patched, and the rest must stay untouched

												# check os.path.join
												assert isinstance(_test_patching.os		,   _PatchedModuleObj       )
												assert isinstance(_test_patching.os.path		,   _PatchedModuleObj       )
												assert _test_patching.os.path.join is mock

												# check path.join
												assert isinstance(_test_patching.path		,   _PatchedModuleObj       )
												assert _test_patching.path.join is mock

												# check join
												assert _test_patching.join is mock

												# check that the other attributes are untouched
												assert _test_patching.os.rename is original_rename
												assert _test_patching.path.dirname is original_dirname
												assert _test_patching.os.path.dirname is original_dirname

												# Even renamed modules or objects must be patched

												# check renamed_os.path.join
												assert isinstance(_test_patching.renamed_os		,   _PatchedModuleObj       )
												assert isinstance(_test_patching.renamed_os.path		,   _PatchedModuleObj       )
												assert _test_patching.renamed_os.path.join is mock

												# check renamed_path.join
												assert isinstance(_test_patching.renamed_path		,   _PatchedModuleObj       )
												assert _test_patching.renamed_path.join is mock

												# check renamed_join
												assert _test_patching.renamed_join is mock

												# check that the other attributes are untouched
												assert _test_patching.renamed_os.rename is original_rename
												assert _test_patching.renamed_path.dirname is original_dirname
												assert _test_patching.renamed_os.path.dirname is original_dirname

						# check that everthing is back to normal when the patch is over

						assert _test_patching.os is original_os
						assert _test_patching.path is original_path
						assert _test_patching.join is original_join

						assert _test_patching.renamed_os is original_os
						assert _test_patching.renamed_path is original_path
						assert _test_patching.renamed_join is original_join




def 	UpperCamelCase__  (     )  ->     int:
						assert _test_patching.open is open

						_lowercase					       =					"""__test_patch_submodule_builtin_mock__"""
						# _test_patching has "open" in its globals
						assert _test_patching.open is open
						with patch_submodule(_test_patching		,   """open"""		,   SCREAMING_SNAKE_CASE_       ):
												assert _test_patching.open is mock

						# check that everthing is back to normal when the patch is over

						assert _test_patching.open is open




def 	UpperCamelCase__  (     )  ->     List[Any]:
						# pandas.read_csv is not present in _test_patching
						_lowercase					       =					"""__test_patch_submodule_missing_mock__"""
						with patch_submodule(_test_patching		,   """pandas.read_csv"""		,   SCREAMING_SNAKE_CASE_       ):
												pass




def 	UpperCamelCase__  (     )  ->     Tuple:
						# builtin should always be mocked even if they're not in the globals
						# in case they're loaded at one point
						_lowercase					       =					"""__test_patch_submodule_missing_builtin_mock__"""
						# _test_patching doesn't have "len" in its globals
						assert getattr(_test_patching		,   """len"""		,   SCREAMING_SNAKE_CASE_       ) is None
						with patch_submodule(_test_patching		,   """len"""		,   SCREAMING_SNAKE_CASE_       ):
												assert _test_patching.len is mock
						assert _test_patching.len is len




def 	UpperCamelCase__  (     )  ->     List[str]:
						_lowercase					       =					"""__test_patch_submodule_start_and_stop_mock__"""
						_lowercase					       =					patch_submodule(_test_patching		,   """open"""		,   SCREAMING_SNAKE_CASE_       )
						assert _test_patching.open is open
						patch.start()
						assert _test_patching.open is mock
						patch.stop()
						assert _test_patching.open is open




def 	UpperCamelCase__  (     )  ->     Union[str, Any]:
						from os import rename as original_rename
						from os.path import dirname as original_dirname
						from os.path import join as original_join

						_lowercase					       =					"""__test_patch_submodule_successive_join__"""
						_lowercase					       =					"""__test_patch_submodule_successive_dirname__"""
						_lowercase					       =					"""__test_patch_submodule_successive_rename__"""
						assert _test_patching.os.path.join is original_join
						assert _test_patching.os.path.dirname is original_dirname
						assert _test_patching.os.rename is original_rename

						with patch_submodule(_test_patching		,   """os.path.join"""		,   SCREAMING_SNAKE_CASE_       ):
												with patch_submodule(_test_patching		,   """os.rename"""		,   SCREAMING_SNAKE_CASE_       ):
																		with patch_submodule(_test_patching		,   """os.path.dirname"""		,   SCREAMING_SNAKE_CASE_       ):
																								assert _test_patching.os.path.join is mock_join
																								assert _test_patching.os.path.dirname is mock_dirname
																								assert _test_patching.os.rename is mock_rename

    # try another order
						with patch_submodule(_test_patching		,   """os.rename"""		,   SCREAMING_SNAKE_CASE_       ):
												with patch_submodule(_test_patching		,   """os.path.join"""		,   SCREAMING_SNAKE_CASE_       ):
																		with patch_submodule(_test_patching		,   """os.path.dirname"""		,   SCREAMING_SNAKE_CASE_       ):
																								assert _test_patching.os.path.join is mock_join
																								assert _test_patching.os.path.dirname is mock_dirname
																								assert _test_patching.os.rename is mock_rename

						assert _test_patching.os.path.join is original_join
						assert _test_patching.os.path.dirname is original_dirname
						assert _test_patching.os.rename is original_rename




def 	UpperCamelCase__  (     )  ->     List[Any]:
						_lowercase					       =					"""__test_patch_submodule_doesnt_exist_mock__"""
						with patch_submodule(_test_patching		,   """__module_that_doesn_exist__.__attribute_that_doesn_exist__"""		,   SCREAMING_SNAKE_CASE_       ):
												pass
						with patch_submodule(_test_patching		,   """os.__attribute_that_doesn_exist__"""		,   SCREAMING_SNAKE_CASE_       ):
												pass