





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


lowercase_		:				str				=						WebClient(token=os.environ['''CI_SLACK_BOT_TOKEN'''])

def       A__(		__lowerCAmelCase ):
    _snake_case :			Union[str, Any]  						=   test_results.split(' ' )

    _snake_case :			List[Any]  						=   0
    _snake_case :			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.
    _snake_case :			str  						=   expressions[-2] if '=' in expressions[-1] else expressions[-1]

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

    return failed, success, time_spent

def       A__(		__lowerCAmelCase ):
    _snake_case :			Optional[int]  						=   {}
    _snake_case :			Optional[int]  						=   None
    _snake_case :			Dict  						=   False
    for line in failures_short_lines.split('\n' ):
        if re.search(R'_ \[doctest\]'	,			__lowerCAmelCase ):
            _snake_case :			List[Any]  						=   True
            _snake_case :			List[Any]  						=   line.split(' ' )[2]
        elif in_error and not line.split(' ' )[0].isdigit():
            _snake_case :			Any  						=   line
            _snake_case :			Tuple  						=   False

    return failures


class 			lowercase				:



      """simple docstring"""

      def __init__(    self			:		List[Any] ,				lowerCamelCase_			:		str ,				lowerCamelCase_			:		Dict					):





          '''simple docstring'''







          _snake_case :			int  						=   title

          _snake_case :			Dict  						=   doc_test_results['time_spent'].split(','					)[0]
          _snake_case :			Optional[int]  						=   doc_test_results['success']
          _snake_case :			str  						=   doc_test_results['failures']
          _snake_case :			Any  						=   self.n_success + self.n_failures

          # Failures and success of the modeling tests
          _snake_case :			List[str]  						=   doc_test_results







      @property
      def 		__UpperCAmelCase       (    self			:		str					):





          '''simple docstring'''







          _snake_case :			Tuple  						=   [self._time_spent]
          _snake_case :			int  						=   0

          for time in time_spent:
              _snake_case :			Optional[int]  						=   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(lowerCamelCase_					) == 1:
                  _snake_case :			Any  						=   [0, 0, time_parts[0]]

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

          _snake_case :			Union[str, Any]  						=   total_secs // 36_00, (total_secs % 36_00) // 60, total_secs % 60
          return f'''{int(lowerCamelCase_					)}h{int(lowerCamelCase_					)}m{int(lowerCamelCase_					)}s'''







      @property
      def 		__UpperCAmelCase       (    self			:		Dict					):





          '''simple docstring'''







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







      @property
      def 		__UpperCAmelCase       (    self			:		List[Any]					):





          '''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 		__UpperCAmelCase       (    self			:		List[str]					):





          '''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 		__UpperCAmelCase       (    self			:		int					):





          '''simple docstring'''







          _snake_case :			Tuple  						=   40
          _snake_case :			Any  						=   {k: v['failed'] for k, v in doc_test_results.items() if isinstance(lowerCamelCase_ ,				lowerCamelCase_					)}

          _snake_case :			Tuple  						=   ''
          for category, failures in category_failures.items():
              if len(lowerCamelCase_					) == 0:
                  continue

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

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

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







      @property
      def 		__UpperCAmelCase       (    self			:		List[Any]					):





          '''simple docstring'''







          _snake_case :			int  						=   [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(lowerCamelCase_					)







      @staticmethod
      def 		__UpperCAmelCase       (    ):





          '''simple docstring'''







          _snake_case :			Dict  						=   [
              {
                  '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(lowerCamelCase_					)}					)					)

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







      def 		__UpperCAmelCase       (    self			:		List[Any]					):





          '''simple docstring'''







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

          _snake_case :			Union[str, Any]  						=   f'''{self.n_failures} failures out of {self.n_tests} tests,''' if self.n_failures else 'All tests passed.'

          _snake_case :			List[str]  						=   client.chat_postMessage(
              channel=os.environ['CI_SLACK_CHANNEL_ID_DAILY'] ,				blocks=self.payload ,				text=lowerCamelCase_ ,				)







      def 		__UpperCAmelCase       (    self			:		List[str] ,				lowerCamelCase_			:		Optional[int] ,				lowerCamelCase_			:		Optional[int] ,				lowerCamelCase_			:		List[str] ,				lowerCamelCase_			:		int					):





          '''simple docstring'''







          _snake_case :			str  						=   ''
          for key, value in failures.items():
              _snake_case :			List[Any]  						=   value[:2_00] + ' [Truncated]' if len(lowerCamelCase_					) > 2_50 else value
              failures_text += f'''*{key}*\n_{value}_\n\n'''

          _snake_case :			Any  						=   job_name
          _snake_case :			Optional[int]  						=   {'type': 'section', 'text': {'type': 'mrkdwn', 'text': text}}

          if job_link is not None:
              _snake_case :			Union[str, Any]  						=   {
                  '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 		__UpperCAmelCase       (    self			:		List[str]					):





          '''simple docstring'''







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

          _snake_case :			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'					)

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

                  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=lowerCamelCase_ ,				thread_ts=self.thread_ts['ts'] ,				)

                  time.sleep(1					)



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

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

        for i in range(__lowerCAmelCase ):
            _snake_case :			Union[str, Any]  						=   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.'	,			__lowerCAmelCase )

    return {}

def       A__(		__lowerCAmelCase ):
    _snake_case :			str  						=   {}

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

    return _artifact

def       A__(		):


    class 			lowercase				:



          """simple docstring"""

          def __init__(    self			:		str ,				lowerCamelCase_			:		str					):





              '''simple docstring'''







              _snake_case :			str  						=   name
              _snake_case :			int  						=   []







          def __str__(    self			:		Any					):





              '''simple docstring'''







              return self.name







          def 		__UpperCAmelCase       (    self			:		Tuple ,				lowerCamelCase_			:		str					):





              '''simple docstring'''







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



    _snake_case :			Dict[str, Artifact]  						=   {}

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

            _available_artifacts[artifact_name].add_path(__lowerCAmelCase )

    return _available_artifacts


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

  lowercase_		:				List[str]				=						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'
  lowercase_		:				List[str]				=						{
      v: {
          '''failed''': [],
          '''failures''': {},
      }
      for v in docs.values()
  }

  # Link to the GitHub Action job
  lowercase_		:				Dict				=						github_actions_job_links.get('''run_doctests''')

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

    lowercase_		:				int				=						extract_first_line_failure(artifact['''failures_short'''])
    for line in artifact["summary_short"].split('''\n'''):
      if re.search('''FAILED''', line):
        lowercase_		:				Dict				=						line.replace('''FAILED ''', '''''')
        lowercase_		:				Tuple				=						line.split()[0].replace('''\n''', '''''')

        if "::" in line:
          lowercase_		:				Dict				=						line.split('''::''')
        else:
          lowercase_		:				int				=						line, line

        for file_regex in docs.keys():
          if fnmatch(file_path, file_regex):
            lowercase_		:				Optional[Any]				=						docs[file_regex]
            doc_test_results[category]["failed"].append(test)

            lowercase_		:				int				=						all_failures[test] if test in all_failures else '''N/A'''
            lowercase_		:				Tuple				=						failure
            break

  lowercase_		:				int				=						Message('''🤗 Results of the doc tests.''', doc_test_results)
  message.post()
  message.post_reply()













from math import factorial

def       A__(		__lowerCAmelCase	,			__lowerCAmelCase	,			__lowerCAmelCase ):
				if successes > trials:
								raise ValueError('successes must be lower or equal to trials' )
				if trials < 0 or successes < 0:
								raise ValueError('the function is defined for non-negative integers' )
				if not isinstance(__lowerCAmelCase	,			__lowerCAmelCase ) or not isinstance(__lowerCAmelCase	,			__lowerCAmelCase ):
								raise ValueError('the function is defined for non-negative integers' )
				if not 0 < prob < 1:
								raise ValueError('prob has to be in range of 1 - 0' )
				_snake_case :			Optional[int]  						=   (prob**successes) * ((1 - prob) ** (trials - successes))
				# Calculate the binomial coefficient: n! / k!(n-k)!
				_snake_case :			List[Any]  						=   float(factorial(__lowerCAmelCase ) )
				coefficient /= factorial(__lowerCAmelCase ) * factorial(trials - successes )
				return probability * coefficient


if __name__ == "__main__":
		from doctest import testmod

		testmod()
		print('''Probability of 2 successes out of 4 trails''')
		print('''with probability of 0.75 is:''', end=''' ''')
		print(binomial_distribution(2, 4, 0.75))






