'''simple docstring'''






import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
SCREAMING_SNAKE_CASE_	   =			object()

# For specifying empty leaf dict `{}`
SCREAMING_SNAKE_CASE_	   =			object()






def  UpperCamelCase__					(					_lowercase    :				Dict   ,    _lowercase    :				Dict     )							->	Any:
  __UpperCAmelCase:					Dict		= tuple((re.compile(x + """$"""     ) for x in qs)     )
  for i in range(len(_lowercase     ) - len(_lowercase     ) + 1     ):
    __UpperCAmelCase:					Union[str, Any]		= [x.match(_lowercase     ) for x, y in zip(_lowercase   ,    ks[i:]     )]
    if matches and all(_lowercase     ):
      return True
  return False






def  UpperCamelCase__					(					_lowercase    :				Optional[Any]     )							->	Tuple:
  def replace(_lowercase    :				Dict   ,    _lowercase    :				Union[str, Any]     ):
    for rule, replacement in rules:
      if _match(_lowercase   ,    _lowercase     ):
        return replacement
    return val

  return replace






def  UpperCamelCase__					(					)							->	Optional[Any]:
  return [
      # embeddings
      (("transformer", "wpe", "embedding"), P("""mp"""   ,    _lowercase     )),
      (("transformer", "wte", "embedding"), P("""mp"""   ,    _lowercase     )),
      # atention
      (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(_lowercase   ,    """mp"""     )),
      (("attention", "out_proj", "kernel"), P("""mp"""   ,    _lowercase     )),
      (("attention", "out_proj", "bias"), None),
      # mlp
      (("mlp", "c_fc", "kernel"), P(_lowercase   ,    """mp"""     )),
      (("mlp", "c_fc", "bias"), P("""mp"""     )),
      (("mlp", "c_proj", "kernel"), P("""mp"""   ,    _lowercase     )),
      (("mlp", "c_proj", "bias"), None),
      # layer norms
      ((r"ln_\d+", "bias"), None),
      ((r"\d+", r"ln_\d+", "scale"), None),
      (("ln_f", "bias"), None),
      (("ln_f", "scale"), None),
  ]







def  UpperCamelCase__					(					_lowercase    :				List[Any]     )							->	int:
  __UpperCAmelCase:					Optional[int]		= _get_partition_rules()
  __UpperCAmelCase:					Union[str, Any]		= _replacement_rules(_lowercase     )
  __UpperCAmelCase:					List[Any]		= {k: _unmatched for k in flatten_dict(_lowercase     )}
  __UpperCAmelCase:					List[Any]		= {k: replace(_lowercase   ,    _lowercase     ) for k, v in initd.items()}
  assert _unmatched not in result.values(), "Incomplete partition spec."
  return freeze(unflatten_dict(_lowercase     )     )



'''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