


import gc
import unittest

from diffusers import FlaxStableDiffusionInpaintPipeline
from diffusers.utils import is_flax_available, load_image, slow
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
 import jax
 import jax.numpy as jnp
 from flax.jax_utils import replicate
 from flax.training.common_utils import shard

@slow
@require_flax
class   A__ (   unittest.TestCase     ):







     """simple docstring"""

     def 		a_      (	self   ):
          # clean up the VRAM after each test
          super().tearDown()
          gc.collect()




     def 		a_      (	self   ):
          snake_case					=    load_image(
              '''https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main'''
              '''/sd2-inpaint/init_image.png'''   )
          snake_case					=    load_image(
              '''https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/sd2-inpaint/mask.png'''   )

          snake_case					=    '''xvjiarui/stable-diffusion-2-inpainting'''
          snake_case			,  snake_case					=    FlaxStableDiffusionInpaintPipeline.from_pretrained(_lowercase      , safety_checker=_lowercase   )

          snake_case					=    '''Face of a yellow cat, high resolution, sitting on a park bench'''

          snake_case					=    jax.random.PRNGKey(0   )
          snake_case					=    5_0

          snake_case					=    jax.device_count()
          snake_case					=    num_samples * [prompt]
          snake_case					=    num_samples * [init_image]
          snake_case					=    num_samples * [mask_image]
          snake_case			,  snake_case			,  snake_case					=    pipeline.prepare_inputs(_lowercase      , _lowercase      , _lowercase   )

          # shard inputs and rng
          snake_case					=    replicate(_lowercase   )
          snake_case					=    jax.random.split(_lowercase      , jax.device_count()   )
          snake_case					=    shard(_lowercase   )
          snake_case					=    shard(_lowercase   )
          snake_case					=    shard(_lowercase   )

          snake_case					=    pipeline(
              _lowercase      , _lowercase      , _lowercase      , _lowercase      , _lowercase      , _lowercase      , jit=_lowercase   )

          snake_case					=    output.images.reshape(_lowercase      , 5_1_2      , 5_1_2      , 3   )

          snake_case					=    images[0, 2_5_3:2_5_6, 2_5_3:2_5_6, -1]

          snake_case					=    jnp.asarray(jax.device_get(image_slice.flatten()   )   )
          snake_case					=    jnp.array(
              [0.361_1307, 0.3764_9736, 0.375_7408, 0.3821_3953, 0.3929_5167, 0.384_1631, 0.4155_4978, 0.413_7475, 0.421_7084]   )
          print(F'''output_slice: {output_slice}'''   )
          assert jnp.abs(output_slice - expected_slice   ).max() < 1E-2








# tests directory-specific settings - this file is run automatically
# by pytest before any tests are run

import sys
import warnings
from os.path import abspath, dirname, join


# allow having multiple repository checkouts and not needing to remember to rerun
# 'pip install -e .[dev]' when switching between checkouts and running tests.
_SCREAMING_SNAKE_CASE      :			Union[str, Any]      				=   abspath(join(dirname(dirname(dirname(__file__))), "src"))
sys.path.insert(1, git_repo_path)


# silence FutureWarning warnings in tests since often we can't act on them until
# they become normal warnings - i.e. the tests still need to test the current functionality
warnings.simplefilter(action="ignore", category=FutureWarning)
def       UpperCAmelCase__						(UpperCamelCase_    ):



     """simple docstring"""






     from transformers.testing_utils import pytest_addoption_shared

     pytest_addoption_shared(UpperCamelCase_    )

def       UpperCAmelCase__						(UpperCamelCase_    ):



     """simple docstring"""






     from transformers.testing_utils import pytest_terminal_summary_main

     snake_case					=    terminalreporter.config.getoption('''--make-reports'''    )
     if make_reports:
          pytest_terminal_summary_main(UpperCamelCase_							,id=UpperCamelCase_    )




