


import inspect

from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
   import jax
@require_flax
class      UpperCAmelCase_ :

   '''simple docstring'''




   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase   ,     lowerCamelCase			: List[Any]   =    self.prepare_init_args_and_inputs_for_common()

     lowerCamelCase			: str   =    self.model_class(**__A			)
     lowerCamelCase			: List[str]   =    model.init(inputs_dict["prng_key"]						,    inputs_dict["sample"]			)
     jax.lax.stop_gradient(__A			)

     lowerCamelCase			: int   =    model.apply(__A						,    inputs_dict["sample"]			)

     if isinstance(__A						,    __A			):
       lowerCamelCase			: int   =    output.sample

     self.assertIsNotNone(__A			)
     lowerCamelCase			: int   =    inputs_dict["sample"].shape
     self.assertEqual(output.shape						,    __A						,    "Input and output shapes do not match"			)






   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase   ,     lowerCamelCase			: Dict   =    self.prepare_init_args_and_inputs_for_common()

     lowerCamelCase			: List[Any]   =    16
     lowerCamelCase			: List[str]   =    (16, 32)

     lowerCamelCase			: List[str]   =    self.model_class(**__A			)
     lowerCamelCase			: List[str]   =    model.init(inputs_dict["prng_key"]						,    inputs_dict["sample"]			)
     jax.lax.stop_gradient(__A			)

     lowerCamelCase			: List[Any]   =    model.apply(__A						,    inputs_dict["sample"]			)

     if isinstance(__A						,    __A			):
       lowerCamelCase			: List[str]   =    output.sample

     self.assertIsNotNone(__A			)
     lowerCamelCase			: Tuple   =    inputs_dict["sample"].shape
     self.assertEqual(output.shape						,    __A						,    "Input and output shapes do not match"			)






   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase			: Optional[Any]   =    "kwargs" in inspect.signature(self.model_class.__init__			).parameters
     lowerCamelCase			: str   =    len(self.model_class._deprecated_kwargs			) > 0

     if has_kwarg_in_model_class and not has_deprecated_kwarg:
       raise ValueError(
           F"""{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs"""
           " under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are"
           " no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ="
           " [<deprecated_argument>]`"			)

     if not has_kwarg_in_model_class and has_deprecated_kwarg:
       raise ValueError(
           F"""{self.model_class} doesn't have `**kwargs` in its __init__ method but has defined deprecated kwargs"""
           " under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to"
           F""" {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument"""
           " from `_deprecated_kwargs = [<deprecated_argument>]`"			)







import unittest
from pathlib import Path

from transformers import is_vision_available, load_tool
from transformers.testing_utils import get_tests_dir

from .test_tools_common import ToolTesterMixin


if is_vision_available():
   from PIL import Image
class      UpperCAmelCase_ ( unittest.TestCase		,			UpperCamelCase   ):

   '''simple docstring'''




   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase			: List[Any]   =    load_tool("image-segmentation"			)
     self.tool.setup()
     lowerCamelCase			: Optional[Any]   =    load_tool("image-segmentation"						,    remote=__A			)






   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase			: List[str]   =    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"			)			) / "000000039769.png"			)
     lowerCamelCase			: Dict   =    self.tool(__A						,    "cat"			)
     self.assertTrue(isinstance(__A						,    Image.Image			)			)






   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase			: int   =    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"			)			) / "000000039769.png"			)
     lowerCamelCase			: int   =    self.remote_tool(__A						,    "cat"			)
     self.assertTrue(isinstance(__A						,    Image.Image			)			)






   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase			: Optional[int]   =    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"			)			) / "000000039769.png"			)
     lowerCamelCase			: Optional[Any]   =    self.tool(image=__A						,    label="cat"			)
     self.assertTrue(isinstance(__A						,    Image.Image			)			)






   def _snake_case   (		self			):






     """simple docstring"""





     lowerCamelCase			: str   =    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO"			)			) / "000000039769.png"			)
     lowerCamelCase			: Dict   =    self.remote_tool(image=__A						,    label="cat"			)
     self.assertTrue(isinstance(__A						,    Image.Image			)			)



