






import sys
import tempfile
import unittest
import unittest.mock as mock
from pathlib import Path

from huggingface_hub import HfFolder, delete_repo
from requests.exceptions import HTTPError

from transformers import AutoImageProcessor, ViTImageProcessor
from transformers.testing_utils import TOKEN, USER, get_tests_dir, is_staging_test


sys.path.append(str(Path(__file__).parent.parent / """utils"""))

from test_module.custom_image_processing import CustomImageProcessor  # noqa E402


_a    :   Tuple        =			get_tests_dir("""fixtures""")







class 	_UpperCAmelCase  (  unittest.TestCase		):




      """simple docstring"""



      def 			snake_case_      (   self		):



          '''simple docstring'''
          # A mock response for an HTTP head request to emulate server down
          lowerCAmelCase__   :Any      							=				mock.Mock()
          lowerCAmelCase__   :List[str]      							=				500
          lowerCAmelCase__   :Dict      							=				{}
          lowerCAmelCase__   :Optional[Any]      							=				HTTPError
          lowerCAmelCase__   :int      							=				{}

          # Download this model to make sure it's in the cache.
          lowerCAmelCase__   :List[Any]      							=				ViTImageProcessor.from_pretrained("hf-internal-testing/tiny-random-vit"		)
          # Under the mock environment we get a 500 error when trying to reach the model.
          with mock.patch("requests.Session.request"    ,	return_value=UpperCamelCase_		) as mock_head:
              lowerCAmelCase__   :Union[str, Any]      							=				ViTImageProcessor.from_pretrained("hf-internal-testing/tiny-random-vit"		)
              # This check we did call the fake head request
              mock_head.assert_called()
      def 			snake_case_      (   self		):



          '''simple docstring'''
          # This test is for deprecated behavior and can be removed in v5
          lowerCAmelCase__   :Tuple      							=				ViTImageProcessor.from_pretrained(
              "https://huggingface.co/hf-internal-testing/tiny-random-vit/resolve/main/preprocessor_config.json"		)



      def 			snake_case_      (   self		):



          '''simple docstring'''
          with self.assertRaises(UpperCamelCase_		):
              # config is in subfolder, the following should not work without specifying the subfolder
              lowerCAmelCase__   :Any      							=				AutoImageProcessor.from_pretrained("hf-internal-testing/stable-diffusion-all-variants"		)

          lowerCAmelCase__   :str      							=				AutoImageProcessor.from_pretrained(
              "hf-internal-testing/stable-diffusion-all-variants"    ,	subfolder="feature_extractor"		)

          self.assertIsNotNone(UpperCamelCase_		)







@is_staging_test
class 	_UpperCAmelCase  (  unittest.TestCase		):




      """simple docstring"""



      @classmethod
      def 			snake_case_      (   cls		):



          '''simple docstring'''
          lowerCAmelCase__   :Optional[int]      							=				TOKEN
          HfFolder.save_token(UpperCamelCase_		)
      @classmethod
      def 			snake_case_      (   cls		):



          '''simple docstring'''
          try:
              delete_repo(token=cls._token    ,	repo_id="test-image-processor"		)
          except HTTPError:
              pass

          try:
              delete_repo(token=cls._token    ,	repo_id="valid_org/test-image-processor-org"		)
          except HTTPError:
              pass

          try:
              delete_repo(token=cls._token    ,	repo_id="test-dynamic-image-processor"		)
          except HTTPError:
              pass
      def 			snake_case_      (   self		):



          '''simple docstring'''
          lowerCAmelCase__   :int      							=				ViTImageProcessor.from_pretrained(UpperCamelCase_		)
          image_processor.push_to_hub("test-image-processor"    ,	use_auth_token=self._token		)

          lowerCAmelCase__   :Union[str, Any]      							=				ViTImageProcessor.from_pretrained(f'''{USER}/test-image-processor'''		)
          for k, v in image_processor.__dict__.items():
              self.assertEqual(UpperCamelCase_    ,	getattr(UpperCamelCase_    ,	UpperCamelCase_		)		)

          # Reset repo
          delete_repo(token=self._token    ,	repo_id="test-image-processor"		)

          # Push to hub via save_pretrained
          with tempfile.TemporaryDirectory() as tmp_dir:
              image_processor.save_pretrained(
                  UpperCamelCase_    ,	repo_id="test-image-processor"    ,	push_to_hub=UpperCamelCase_    ,	use_auth_token=self._token		)

          lowerCAmelCase__   :Union[str, Any]      							=				ViTImageProcessor.from_pretrained(f'''{USER}/test-image-processor'''		)
          for k, v in image_processor.__dict__.items():
              self.assertEqual(UpperCamelCase_    ,	getattr(UpperCamelCase_    ,	UpperCamelCase_		)		)
      def 			snake_case_      (   self		):



          '''simple docstring'''
          lowerCAmelCase__   :int      							=				ViTImageProcessor.from_pretrained(UpperCamelCase_		)
          image_processor.push_to_hub("valid_org/test-image-processor"    ,	use_auth_token=self._token		)

          lowerCAmelCase__   :Any      							=				ViTImageProcessor.from_pretrained("valid_org/test-image-processor"		)
          for k, v in image_processor.__dict__.items():
              self.assertEqual(UpperCamelCase_    ,	getattr(UpperCamelCase_    ,	UpperCamelCase_		)		)

          # Reset repo
          delete_repo(token=self._token    ,	repo_id="valid_org/test-image-processor"		)

          # Push to hub via save_pretrained
          with tempfile.TemporaryDirectory() as tmp_dir:
              image_processor.save_pretrained(
                  UpperCamelCase_    ,	repo_id="valid_org/test-image-processor-org"    ,	push_to_hub=UpperCamelCase_    ,	use_auth_token=self._token		)

          lowerCAmelCase__   :int      							=				ViTImageProcessor.from_pretrained("valid_org/test-image-processor-org"		)
          for k, v in image_processor.__dict__.items():
              self.assertEqual(UpperCamelCase_    ,	getattr(UpperCamelCase_    ,	UpperCamelCase_		)		)



      def 			snake_case_      (   self		):



          '''simple docstring'''
          CustomImageProcessor.register_for_auto_class()
          lowerCAmelCase__   :Optional[Any]      							=				CustomImageProcessor.from_pretrained(UpperCamelCase_		)

          image_processor.push_to_hub("test-dynamic-image-processor"    ,	use_auth_token=self._token		)

          # This has added the proper auto_map field to the config
          self.assertDictEqual(
              image_processor.auto_map    ,	{"AutoImageProcessor": "custom_image_processing.CustomImageProcessor"}    ,	)

          lowerCAmelCase__   :Tuple      							=				AutoImageProcessor.from_pretrained(
              f'''{USER}/test-dynamic-image-processor'''    ,	trust_remote_code=UpperCamelCase_		)
          # Can't make an isinstance check because the new_image_processor is from the CustomImageProcessor class of a dynamic module
          self.assertEqual(new_image_processor.__class__.__name__    ,	"CustomImageProcessor"		)











from argparse import ArgumentParser

from datasets.commands.convert import ConvertCommand
from datasets.commands.dummy_data import DummyDataCommand
from datasets.commands.env import EnvironmentCommand
from datasets.commands.run_beam import RunBeamCommand
from datasets.commands.test import TestCommand
from datasets.utils.logging import set_verbosity_info


def 				snake_case__							(							UpperCAmelCase							:  Dict       ):
    return {key.lstrip("-"       ): value for key, value in zip(unknown_args[::2]    ,			unknown_args[1::2]       )}


def 				snake_case__							(							):
    lowerCAmelCase__   :str      							=				ArgumentParser(
        "HuggingFace Datasets CLI tool"    ,			usage="datasets-cli <command> [<args>]"    ,			allow_abbrev=UpperCAmelCase       )
    lowerCAmelCase__   :Any      							=				parser.add_subparsers(help="datasets-cli command helpers"       )
    set_verbosity_info()

    # Register commands
    ConvertCommand.register_subcommand(UpperCAmelCase       )
    EnvironmentCommand.register_subcommand(UpperCAmelCase       )
    TestCommand.register_subcommand(UpperCAmelCase       )
    RunBeamCommand.register_subcommand(UpperCAmelCase       )
    DummyDataCommand.register_subcommand(UpperCAmelCase       )

    # Parse args
    lowerCAmelCase__							,lowerCAmelCase__   :int      							=				parser.parse_known_args()
    if not hasattr(UpperCAmelCase    ,			"func"       ):
        parser.print_help()
        exit(1       )
    lowerCAmelCase__   :Optional[int]      							=				parse_unknown_args(UpperCAmelCase       )

    # Run
    lowerCAmelCase__   :str      							=				args.func(UpperCAmelCase    ,			**UpperCAmelCase       )
    service.run()


if __name__ == "__main__":
 main()



