
import collections
import json
import math
import os
import re
import time
from fnmatch import fnmatch
from typing import Dict

import requests
from slack_sdk import WebClient


lowerCamelCase__    :		Optional[Any]          =   WebClient(token=os.environ["""CI_SLACK_BOT_TOKEN"""])

def 		UpperCamelCase	(      lowercase_   )		->	Tuple:


  '''simple docstring'''






  lowercase__  :   Optional[int]    		=      test_results.split(""" """   )

  lowercase__  :   Dict    		=      0
  lowercase__  :   str    		=      0

  # When the output is short enough, the output is surrounded by = signs: "== OUTPUT =="
  # When it is too long, those signs are not present.
  lowercase__  :   str    		=      expressions[-2] if """=""" in expressions[-1] else expressions[-1]

  for i, expression in enumerate(lowercase_   ):
    if "failed" in expression:
      failed += int(expressions[i - 1]   )
    if "passed" in expression:
      success += int(expressions[i - 1]   )

  return failed, success, time_spent

def 		UpperCamelCase	(      lowercase_   )		->	Any:


  '''simple docstring'''






  lowercase__  :   List[Any]    		=      {}
  lowercase__  :   Tuple    		=      None
  lowercase__  :   Union[str, Any]    		=      False
  for line in failures_short_lines.split("""\n"""   ):
    if re.search(R"""_ \[doctest\]""" , lowercase_   ):
      lowercase__  :   List[str]    		=      True
      lowercase__  :   Any    		=      line.split(""" """   )[2]
    elif in_error and not line.split(""" """   )[0].isdigit():
      lowercase__  :   Union[str, Any]    		=      line
      lowercase__  :   Any    		=      False

  return failures



class       _snake_case   :


 def __init__(					self					,  SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_):


   '''simple docstring'''




   lowercase__  :   int    		=      title

   lowercase__  :   int    		=      doc_test_results["""time_spent"""].split(""",""")[0]
   lowercase__  :   Dict    		=      doc_test_results["""success"""]
   lowercase__  :   List[str]    		=      doc_test_results["""failures"""]
   lowercase__  :   List[Any]    		=      self.n_success + self.n_failures

   # Failures and success of the modeling tests
   lowercase__  :   Optional[Any]    		=      doc_test_results


 @property
 def      lowercase__     (					self):


   '''simple docstring'''




   lowercase__  :   Union[str, Any]    		=      [self._time_spent]
   lowercase__  :   List[str]    		=      0

   for time in time_spent:
     lowercase__  :   List[Any]    		=      time.split(""":""")

     # Time can be formatted as xx:xx:xx, as .xx, or as x.xx if the time spent was less than a minute.
     if len(SCREAMING_SNAKE_CASE_) == 1:
       lowercase__  :   Dict    		=      [0, 0, time_parts[0]]

     lowercase__		,    lowercase__		,    lowercase__  :   Any    		=      int(time_parts[0]), int(time_parts[1]), float(time_parts[2])
     total_secs += hours * 36_00 + minutes * 60 + seconds

   lowercase__		,    lowercase__		,    lowercase__  :   List[str]    		=      total_secs // 36_00, (total_secs % 36_00) // 60, total_secs % 60
   return f'{int(SCREAMING_SNAKE_CASE_)}h{int(SCREAMING_SNAKE_CASE_)}m{int(SCREAMING_SNAKE_CASE_)}s'


 @property
 def      lowercase__     (					self):


   '''simple docstring'''




   return {"type": "header", "text": {"type": "plain_text", "text": self.title}}


 @property
 def      lowercase__     (					self):


   '''simple docstring'''




   return {
       "type": "section",
       "text": {
           "type": "plain_text",
           "text": f'🌞 There were no failures: all {self.n_tests} tests passed. The suite ran in {self.time}.',
           "emoji": True,
       },
       "accessory": {
           "type": "button",
           "text": {"type": "plain_text", "text": "Check Action results", "emoji": True},
           "url": f'https://github.com/huggingface/transformers/actions/runs/{os.environ["GITHUB_RUN_ID"]}',
       },
   }


 @property
 def      lowercase__     (					self):


   '''simple docstring'''




   return {
       "type": "section",
       "text": {
           "type": "plain_text",
           "text": (
               f'There were {self.n_failures} failures, out of {self.n_tests} tests.\nThe suite ran in'
               f' {self.time}.'
           ),
           "emoji": True,
       },
       "accessory": {
           "type": "button",
           "text": {"type": "plain_text", "text": "Check Action results", "emoji": True},
           "url": f'https://github.com/huggingface/transformers/actions/runs/{os.environ["GITHUB_RUN_ID"]}',
       },
   }


 @property
 def      lowercase__     (					self):


   '''simple docstring'''




   lowercase__  :   Optional[Any]    		=      40
   lowercase__  :   Optional[Any]    		=      {k: v["""failed"""] for k, v in doc_test_results.items() if isinstance(SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_)}

   lowercase__  :   int    		=      """"""
   for category, failures in category_failures.items():
     if len(SCREAMING_SNAKE_CASE_) == 0:
       continue

     if report != "":
       report += "\n\n"

     report += f'*{category} failures*:'.ljust(line_length // 2).rjust(line_length // 2) + "\n"
     report += "`"
     report += "`\n`".join(SCREAMING_SNAKE_CASE_)
     report += "`"

   return {
       "type": "section",
       "text": {
           "type": "mrkdwn",
           "text": f'The following examples had failures:\n\n\n{report}\n',
       },
   }


 @property
 def      lowercase__     (					self):


   '''simple docstring'''




   lowercase__  :   Any    		=      [self.header]

   if self.n_failures > 0:
     blocks.append(self.failures)

   if self.n_failures > 0:
     blocks.extend([self.category_failures])

   if self.n_failures == 0:
     blocks.append(self.no_failures)

   return json.dumps(SCREAMING_SNAKE_CASE_)


 @staticmethod
 def      lowercase__     (					):


   '''simple docstring'''




   lowercase__  :   Optional[int]    		=      [
       {
           """type""": """section""",
           """text""": {
               """type""": """plain_text""",
               """text""": """There was an issue running the tests.""",
           },
           """accessory""": {
               """type""": """button""",
               """text""": {"""type""": """plain_text""", """text""": """Check Action results""", """emoji""": True},
               """url""": f'https://github.com/huggingface/transformers/actions/runs/{os.environ["GITHUB_RUN_ID"]}',
           },
       }
   ]

   print("""Sending the following payload""")
   print(json.dumps({"""blocks""": json.loads(SCREAMING_SNAKE_CASE_)}))

   client.chat_postMessage(
       channel=os.environ["""CI_SLACK_CHANNEL_ID_DAILY"""]					,  text="""There was an issue running the tests."""					,  blocks=SCREAMING_SNAKE_CASE_					,  )


 def      lowercase__     (					self):


   '''simple docstring'''




   print("""Sending the following payload""")
   print(json.dumps({"""blocks""": json.loads(self.payload)}))

   lowercase__  :   str    		=      f'{self.n_failures} failures out of {self.n_tests} tests,' if self.n_failures else """All tests passed."""

   lowercase__  :   Optional[int]    		=      client.chat_postMessage(
       channel=os.environ["""CI_SLACK_CHANNEL_ID_DAILY"""]					,  blocks=self.payload					,  text=SCREAMING_SNAKE_CASE_					,  )


 def      lowercase__     (					self					,  SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_):


   '''simple docstring'''




   lowercase__  :   Dict    		=      """"""
   for key, value in failures.items():
     lowercase__  :   Tuple    		=      value[:2_00] + """ [Truncated]""" if len(SCREAMING_SNAKE_CASE_) > 2_50 else value
     failures_text += f'*{key}*\n_{value}_\n\n'

   lowercase__  :   List[Any]    		=      job_name
   lowercase__  :   Any    		=      {"""type""": """section""", """text""": {"""type""": """mrkdwn""", """text""": text}}

   if job_link is not None:
     lowercase__  :   int    		=      {
         """type""": """button""",
         """text""": {"""type""": """plain_text""", """text""": """GitHub Action job""", """emoji""": True},
         """url""": job_link,
     }

   return [
       {"type": "header", "text": {"type": "plain_text", "text": title.upper(), "emoji": True}},
       content,
       {"type": "section", "text": {"type": "mrkdwn", "text": failures_text}},
   ]



 def      lowercase__     (					self):


   '''simple docstring'''




   if self.thread_ts is None:
     raise ValueError("""Can only post reply if a post has been made.""")

   lowercase__  :   Optional[Any]    		=      self.doc_test_results.pop("""job_link""")
   self.doc_test_results.pop("""failures""")
   self.doc_test_results.pop("""success""")
   self.doc_test_results.pop("""time_spent""")

   lowercase__  :   Any    		=      sorted(self.doc_test_results.items()					,  key=lambda SCREAMING_SNAKE_CASE_: t[0])
   for job, job_result in sorted_dict:
     if len(job_result["""failures"""]):
       lowercase__  :   Any    		=      f'*Num failures* :{len(job_result["failed"])} \n'
       lowercase__  :   List[str]    		=      job_result["""failures"""]
       lowercase__  :   Union[str, Any]    		=      self.get_reply_blocks(SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_					,  SCREAMING_SNAKE_CASE_					,  text=SCREAMING_SNAKE_CASE_)

       print("""Sending the following reply""")
       print(json.dumps({"""blocks""": blocks}))

       client.chat_postMessage(
           channel=os.environ["""CI_SLACK_CHANNEL_ID_DAILY"""]					,  text=f'Results for {job}'					,  blocks=SCREAMING_SNAKE_CASE_					,  thread_ts=self.thread_ts["""ts"""]					,  )

       time.sleep(1)

def 		UpperCamelCase	(      )		->	Optional[int]:


  '''simple docstring'''






  lowercase__  :   Any    		=      os.environ["""GITHUB_RUN_ID"""]
  lowercase__  :   List[str]    		=      F'https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100'
  lowercase__  :   int    		=      requests.get(lowercase_   ).json()
  lowercase__  :   Optional[int]    		=      {}

  try:
    jobs.update({job["""name"""]: job["""html_url"""] for job in result["""jobs"""]}   )
    lowercase__  :   Dict    		=      math.ceil((result["""total_count"""] - 1_00) / 1_00   )

    for i in range(lowercase_   ):
      lowercase__  :   Dict    		=      requests.get(url + F'&page={i + 2}'   ).json()
      jobs.update({job["""name"""]: job["""html_url"""] for job in result["""jobs"""]}   )

    return jobs
  except Exception as e:
    print("""Unknown error, could not fetch links.""" , lowercase_   )

  return {}

def 		UpperCamelCase	(      lowercase_   )		->	Optional[Any]:


  '''simple docstring'''






  lowercase__  :   str    		=      {}

  if os.path.exists(lowercase_   ):
    lowercase__  :   Dict    		=      os.listdir(lowercase_   )
    for file in files:
      try:
        with open(os.path.join(lowercase_ , lowercase_   ) , encoding="""utf-8"""   ) as f:
          lowercase__  :   Optional[Any]    		=      f.read()
      except UnicodeDecodeError as e:
        raise ValueError(F'Could not open {os.path.join(lowercase_ , lowercase_   )}.'   ) from e

  return _artifact

def 		UpperCamelCase	(      )		->	int:


  '''simple docstring'''






  class       _snake_case   :


   def __init__(					self					,  SCREAMING_SNAKE_CASE_):


     '''simple docstring'''




     lowercase__  :   Dict    		=      name
     lowercase__  :   Union[str, Any]    		=      []


   def __str__(					self):


     '''simple docstring'''




     return self.name



   def      lowercase__     (					self					,  SCREAMING_SNAKE_CASE_):


     '''simple docstring'''




     self.paths.append({"""name""": self.name, """path""": path})

  lowercase__  :   Dict[str, Artifact]    		=      {}

  lowercase__  :   Optional[Any]    		=      filter(os.path.isdir , os.listdir()   )
  for directory in directories:
    lowercase__  :   int    		=      directory
    if artifact_name not in _available_artifacts:
      lowercase__  :   int    		=      Artifact(lowercase_   )

      _available_artifacts[artifact_name].add_path(lowercase_   )

  return _available_artifacts


if __name__ == "__main__":
     lowerCamelCase__    :		Optional[int]          =   get_job_links()
     lowerCamelCase__    :		int          =   retrieve_available_artifacts()

     lowerCamelCase__    :		int          =   collections.OrderedDict(
         [
             ("""*.py""", """API Examples"""),
             ("""*.md""", """MD Examples"""),
         ]
     )

     # This dict will contain all the information relative to each doc test category:
     # - failed: list of failed tests
     # - failures: dict in the format 'test': 'error_message'
     lowerCamelCase__    :		Tuple          =   {
         v: {
             """failed""": [],
             """failures""": {},
         }
         for v in docs.values()
     }

     # Link to the GitHub Action job
     lowerCamelCase__    :		List[str]          =   github_actions_job_links.get("""run_doctests""")

     lowerCamelCase__    :		List[str]          =   available_artifacts["""doc_tests_gpu_test_reports"""].paths[0]
     lowerCamelCase__    :		Optional[Any]          =   retrieve_artifact(artifact_path["""name"""])
     if "stats" in artifact:
          lowerCamelCase__      ,						lowerCamelCase__      ,						lowerCamelCase__    :		List[str]          =   handle_test_results(artifact["""stats"""])
          lowerCamelCase__    :		Optional[int]          =   failed
          lowerCamelCase__    :		Any          =   success
          lowerCamelCase__    :		Any          =   time_spent[1:-1] + """, """

          lowerCamelCase__    :		Dict          =   extract_first_line_failure(artifact["""failures_short"""])
          for line in artifact["summary_short"].split("""\n"""):
               if re.search("""FAILED""", line):
                    lowerCamelCase__    :		List[str]          =   line.replace("""FAILED """, """""")
                    lowerCamelCase__    :		Union[str, Any]          =   line.split()[0].replace("""\n""", """""")

                    if "::" in line:
                         lowerCamelCase__      ,						lowerCamelCase__    :		Dict          =   line.split("""::""")
                    else:
                         lowerCamelCase__      ,						lowerCamelCase__    :		Optional[Any]          =   line, line

                    for file_regex in docs.keys():
                         if fnmatch(file_path, file_regex):
                              lowerCamelCase__    :		List[str]          =   docs[file_regex]
                              doc_test_results[category]["failed"].append(test)

                              lowerCamelCase__    :		List[Any]          =   all_failures[test] if test in all_failures else """N/A"""
                              lowerCamelCase__    :		List[str]          =   failure
                              break

     lowerCamelCase__    :		str          =   Message("""🤗 Results of the doc tests.""", doc_test_results)
     message.post()
     message.post_reply()








lowerCamelCase__    :		str          =   [
    [0, 1_6, 1_3, 0, 0, 0],
    [0, 0, 1_0, 1_2, 0, 0],
    [0, 4, 0, 0, 1_4, 0],
    [0, 0, 9, 0, 0, 2_0],
    [0, 0, 0, 7, 0, 4],
    [0, 0, 0, 0, 0, 0],
]

def 		UpperCamelCase	(      lowercase_ , lowercase_ , lowercase_ , lowercase_   )		->	str:


  '''simple docstring'''






  lowercase__  :   Any    		=      [False] * len(lowercase_   )
  lowercase__  :   List[Any]    		=      [s]
  lowercase__  :   int    		=      True

  while queue:
    lowercase__  :   Dict    		=      queue.pop(0   )
    for ind in range(len(graph[u]   )   ):
      if visited[ind] is False and graph[u][ind] > 0:
        queue.append(lowercase_   )
        lowercase__  :   Optional[Any]    		=      True
        lowercase__  :   int    		=      u

  return visited[t]

def 		UpperCamelCase	(      lowercase_ , lowercase_ , lowercase_   )		->	int:


  '''simple docstring'''






  lowercase__  :   Optional[int]    		=      [-1] * (len(lowercase_   ))
  lowercase__  :   Optional[Any]    		=      0
  lowercase__  :   List[Any]    		=      []
  lowercase__  :   Optional[Any]    		=      [i[:] for i in graph]  # Record original cut, copy.
  while bfs(lowercase_ , lowercase_ , lowercase_ , lowercase_   ):
    lowercase__  :   Optional[int]    		=      float("""Inf"""   )
    lowercase__  :   Tuple    		=      sink

    while s != source:
      # Find the minimum value in select path
      lowercase__  :   List[str]    		=      min(lowercase_ , graph[parent[s]][s]   )
      lowercase__  :   List[str]    		=      parent[s]

    max_flow += path_flow
    lowercase__  :   str    		=      sink

    while v != source:
      lowercase__  :   int    		=      parent[v]
      graph[u][v] -= path_flow
      graph[v][u] += path_flow
      lowercase__  :   Union[str, Any]    		=      parent[v]

  for i in range(len(lowercase_   )   ):
    for j in range(len(graph[0]   )   ):
      if graph[i][j] == 0 and temp[i][j] > 0:
        res.append((i, j)   )

  return res


if __name__ == "__main__":
     print(mincut(test_graph, source=0, sink=5))






