'''simple docstring'''






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    lowercase_  (							self					):

    '''simple docstring'''







    super().tearDown()
    gc.collect()







  def    lowercase_  (							self					):

    '''simple docstring'''







    __UpperCAmelCase:					List[str]		= load_image(
        """https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main"""
        """/sd2-inpaint/init_image.png"""					)
    __UpperCAmelCase:					Tuple		= load_image(
        """https://huggingface.co/datasets/hf-internal-testing/diffusers-images/resolve/main/sd2-inpaint/mask.png"""					)

    __UpperCAmelCase:					int		= """xvjiarui/stable-diffusion-2-inpainting"""
    __UpperCAmelCase, __UpperCAmelCase:					Optional[Any]		= FlaxStableDiffusionInpaintPipeline.from_pretrained(UpperCAmelCase__   ,    safety_checker=UpperCAmelCase__					)

    __UpperCAmelCase:					List[Any]		= """Face of a yellow cat, high resolution, sitting on a park bench"""

    __UpperCAmelCase:					Optional[int]		= jax.random.PRNGKey(0					)
    __UpperCAmelCase:					List[str]		= 50

    __UpperCAmelCase:					str		= jax.device_count()
    __UpperCAmelCase:					Union[str, Any]		= num_samples * [prompt]
    __UpperCAmelCase:					Optional[Any]		= num_samples * [init_image]
    __UpperCAmelCase:					Dict		= num_samples * [mask_image]
    __UpperCAmelCase, __UpperCAmelCase, __UpperCAmelCase:					Optional[Any]		= pipeline.prepare_inputs(UpperCAmelCase__   ,    UpperCAmelCase__   ,    UpperCAmelCase__					)

    # shard inputs and rng
    __UpperCAmelCase:					Optional[int]		= replicate(UpperCAmelCase__					)
    __UpperCAmelCase:					Tuple		= jax.random.split(UpperCAmelCase__   ,    jax.device_count()					)
    __UpperCAmelCase:					List[Any]		= shard(UpperCAmelCase__					)
    __UpperCAmelCase:					Tuple		= shard(UpperCAmelCase__					)
    __UpperCAmelCase:					Optional[int]		= shard(UpperCAmelCase__					)

    __UpperCAmelCase:					Optional[Any]		= pipeline(
        UpperCAmelCase__   ,    UpperCAmelCase__   ,    UpperCAmelCase__   ,    UpperCAmelCase__   ,    UpperCAmelCase__   ,    UpperCAmelCase__   ,    jit=UpperCAmelCase__					)

    __UpperCAmelCase:					int		= output.images.reshape(UpperCAmelCase__   ,    512   ,    512   ,    3					)

    __UpperCAmelCase:					Any		= images[0, 253:256, 253:256, -1]

    __UpperCAmelCase:					Union[str, Any]		= jnp.asarray(jax.device_get(image_slice.flatten()					)					)
    __UpperCAmelCase:					Optional[Any]		= jnp.array(
        [0.3_6_1_1_3_0_7, 0.3_7_6_4_9_7_3_6, 0.3_7_5_7_4_0_8, 0.3_8_2_1_3_9_5_3, 0.3_9_2_9_5_1_6_7, 0.3_8_4_1_6_3_1, 0.4_1_5_5_4_9_7_8, 0.4_1_3_7_4_7_5, 0.4_2_1_7_0_8_4]					)
    print(F'''output_slice: {output_slice}'''					)
    assert jnp.abs(output_slice - expected_slice					).max() < 1e-2



'''simple docstring'''






import os
import zipfile

import requests
from get_ci_error_statistics import download_artifact, get_artifacts_links






def  UpperCamelCase__					(					_lowercase    :				Union[str, Any]   ,    _lowercase    :				List[Any]=7     )							->	Union[str, Any]:
  __UpperCAmelCase:					Optional[int]		= None
  if token is not None:
    __UpperCAmelCase:					List[Any]		= {"""Accept""": """application/vnd.github+json""", """Authorization""": F'''Bearer {token}'''}

  # The id of a workflow (not of a workflow run)
  __UpperCAmelCase:					List[str]		= """636036"""

  __UpperCAmelCase:					Optional[int]		= F'''https://api.github.com/repos/huggingface/transformers/actions/workflows/{workflow_id}/runs'''
  # On `main` branch + event being `schedule` + not returning PRs + only `num_runs` results
  url += F'''?branch=main&event=schedule&exclude_pull_requests=true&per_page={num_runs}'''

  __UpperCAmelCase:					List[Any]		= requests.get(_lowercase   ,    headers=_lowercase     ).json()

  return result["workflow_runs"]






def  UpperCamelCase__					(					_lowercase    :				Optional[int]     )							->	List[str]:
  __UpperCAmelCase:					str		= get_daily_ci_runs(_lowercase     )
  __UpperCAmelCase:					str		= None
  for workflow_run in workflow_runs:
    if workflow_run["status"] == "completed":
      __UpperCAmelCase:					Optional[int]		= workflow_run["""id"""]
      break

  return workflow_run_id






def  UpperCamelCase__					(					_lowercase    :				Optional[int]   ,    _lowercase    :				List[str]   ,    _lowercase    :				List[str]     )							->	Dict:
  __UpperCAmelCase:					List[Any]		= get_last_daily_ci_runs(_lowercase     )
  if workflow_run_id is not None:
    __UpperCAmelCase:					List[Any]		= get_artifacts_links(worflow_run_id=_lowercase   ,    token=_lowercase     )
    for artifact_name in artifact_names:
      if artifact_name in artifacts_links:
        __UpperCAmelCase:					str		= artifacts_links[artifact_name]
        download_artifact(
            artifact_name=_lowercase   ,    artifact_url=_lowercase   ,    output_dir=_lowercase   ,    token=_lowercase     )







def  UpperCamelCase__					(					_lowercase    :				str   ,    _lowercase    :				Tuple   ,    _lowercase    :				Tuple     )							->	int:
  get_last_daily_ci_artifacts(_lowercase   ,    _lowercase   ,    _lowercase     )

  __UpperCAmelCase:					int		= {}
  for artifact_name in artifact_names:
    __UpperCAmelCase:					Optional[Any]		= os.path.join(_lowercase   ,    F'''{artifact_name}.zip'''     )
    if os.path.isfile(_lowercase     ):
      __UpperCAmelCase:					Any		= {}
      with zipfile.ZipFile(_lowercase     ) as z:
        for filename in z.namelist():
          if not os.path.isdir(_lowercase     ):
            # read the file
            with z.open(_lowercase     ) as f:
              __UpperCAmelCase:					Dict		= f.read().decode("""UTF-8"""     )

  return results