


"""simple docstring"""


from __future__ import annotations

from typing import Any



class   _a      :
    def __init__( self							:					Union[str, Any]							,					SCREAMING_SNAKE_CASE__							:					int							,					SCREAMING_SNAKE_CASE__							:					int							,					SCREAMING_SNAKE_CASE__							:					float = 0				):
          lowerCamelCase__    ,  lowerCamelCase__           =		row, column
          lowerCamelCase__           =		[[default_value for c in range(SCREAMING_SNAKE_CASE__				)] for r in range(SCREAMING_SNAKE_CASE__				)]
    def __str__( self							:					Union[str, Any]				):
          lowerCamelCase__           =		F'Matrix consist of {self.row} rows and {self.column} columns\n'

          # Make string identifier
          lowerCamelCase__           =		0
          for row_vector in self.array:
                for obj in row_vector:
                      lowerCamelCase__           =		max(SCREAMING_SNAKE_CASE__							,					len(str(SCREAMING_SNAKE_CASE__				)				)				)
          lowerCamelCase__           =		F'%{max_element_length}s'

          # Make string and return
          def single_line(SCREAMING_SNAKE_CASE__							:					list[float]				) -> str:
                nonlocal string_format_identifier
                lowerCamelCase__           =		'['
                line += ", ".join(string_format_identifier % (obj,) for obj in row_vector				)
                line += "]"
                return line

          s += "\n".join(single_line(SCREAMING_SNAKE_CASE__				) for row_vector in self.array				)
          return s
    def __repr__( self							:					Any				):
          return str(self				)
    def      _UpperCamelCase       ( self							:					Any							,					SCREAMING_SNAKE_CASE__							:					tuple[int, int]				):
          if not (isinstance(SCREAMING_SNAKE_CASE__							,					(list, tuple)				) and len(SCREAMING_SNAKE_CASE__				) == 2):
                return False
          elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
                return False
          else:
                return True
    def __getitem__( self							:					Dict							,					SCREAMING_SNAKE_CASE__							:					tuple[int, int]				):
          assert self.validate_indicies(SCREAMING_SNAKE_CASE__				)
          return self.array[loc[0]][loc[1]]
    def __setitem__( self							:					Tuple							,					SCREAMING_SNAKE_CASE__							:					tuple[int, int]							,					SCREAMING_SNAKE_CASE__							:					float				):
          assert self.validate_indicies(SCREAMING_SNAKE_CASE__				)
          lowerCamelCase__           =		value
    def __add__( self							:					int							,					SCREAMING_SNAKE_CASE__							:					Matrix				):
          assert isinstance(SCREAMING_SNAKE_CASE__							,					SCREAMING_SNAKE_CASE__				)
          assert self.row == another.row and self.column == another.column

          # Add
          lowerCamelCase__           =		Matrix(self.row							,					self.column				)
          for r in range(self.row				):
                for c in range(self.column				):
                      lowerCamelCase__           =		self[r, c] + another[r, c]
          return result
    def __neg__( self							:					Dict				):
          lowerCamelCase__           =		Matrix(self.row							,					self.column				)
          for r in range(self.row				):
                for c in range(self.column				):
                      lowerCamelCase__           =		-self[r, c]
          return result
    def __sub__( self							:					Tuple							,					SCREAMING_SNAKE_CASE__							:					Matrix				):
          return self + (-another)
    def __mul__( self							:					Optional[Any]							,					SCREAMING_SNAKE_CASE__							:					int | float | Matrix				):

          if isinstance(SCREAMING_SNAKE_CASE__							,					(int, float)				):  # Scalar multiplication
                lowerCamelCase__           =		Matrix(self.row							,					self.column				)
                for r in range(self.row				):
                      for c in range(self.column				):
                            lowerCamelCase__           =		self[r, c] * another
                return result
          elif isinstance(SCREAMING_SNAKE_CASE__							,					SCREAMING_SNAKE_CASE__				):  # Matrix multiplication
                assert self.column == another.row
                lowerCamelCase__           =		Matrix(self.row							,					another.column				)
                for r in range(self.row				):
                      for c in range(another.column				):
                            for i in range(self.column				):
                                  result[r, c] += self[r, i] * another[i, c]
                return result
          else:
                lowerCamelCase__           =		F'Unsupported type given for another ({type(SCREAMING_SNAKE_CASE__				)})'
                raise TypeError(SCREAMING_SNAKE_CASE__				)
    def      _UpperCamelCase       ( self							:					Any				):
          lowerCamelCase__           =		Matrix(self.column							,					self.row				)
          for r in range(self.row				):
                for c in range(self.column				):
                      lowerCamelCase__           =		self[r, c]
          return result


    def      _UpperCamelCase       ( self							:					Union[str, Any]							,					SCREAMING_SNAKE_CASE__							:					Matrix							,					SCREAMING_SNAKE_CASE__							:					Matrix				):
          assert isinstance(SCREAMING_SNAKE_CASE__							,					SCREAMING_SNAKE_CASE__				) and isinstance(SCREAMING_SNAKE_CASE__							,					SCREAMING_SNAKE_CASE__				)
          assert self.row == self.column == u.row == v.row  # u, v should be column vector
          assert u.column == v.column == 1  # u, v should be column vector

          # Calculate
          lowerCamelCase__           =		v.transpose()
          lowerCamelCase__           =		(v_t * self * u)[0, 0] + 1
          if numerator_factor == 0:
                return None  # It's not invertable
          return self - ((self * u) * (v_t * self) * (1.0 / numerator_factor))


# Testing
if __name__ == "__main__":



   def   snake_case						(				)->		None:
         '''simple docstring'''


         lowerCamelCase__           =		Matrix(3		,   3		,   0							)
         for i in range(3							):
               lowerCamelCase__           =		1
         print(F'a^(-1) is {ainv}'							)
         # u, v
         lowerCamelCase__           =		Matrix(3		,   1		,   0							)
         lowerCamelCase__    ,  lowerCamelCase__    ,  lowerCamelCase__           =		1, 2, -3
         lowerCamelCase__           =		Matrix(3		,   1		,   0							)
         lowerCamelCase__    ,  lowerCamelCase__    ,  lowerCamelCase__           =		4, -2, 5
         print(F'u is {u}'							)
         print(F'v is {v}'							)
         print(F'uv^T is {u * v.transpose()}'							)
         # Sherman Morrison
         print(F'(a + uv^T)^(-1) is {ainv.sherman_morrison(_a		,   _a							)}'							)



   def   snake_case						(				)->		None:
         '''simple docstring'''


         import doctest

         doctest.testmod()






   testa()







"""simple docstring"""


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


_snake_case          =							WebClient(token=os.environ["CI_SLACK_BOT_TOKEN"])



def   snake_case						(				_a:     Any							)->		Optional[Any]:
      '''simple docstring'''


      lowerCamelCase__           =		test_results.split(' '							)

      lowerCamelCase__           =		0
      lowerCamelCase__           =		0

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

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

      return failed, success, time_spent



def   snake_case						(				_a:     Optional[int]							)->		Optional[int]:
      '''simple docstring'''


      lowerCamelCase__           =		{}
      lowerCamelCase__           =		None
      lowerCamelCase__           =		False
      for line in failures_short_lines.split('\n'							):
            if re.search(R'_ \[doctest\]'		,   _a							):
                  lowerCamelCase__           =		True
                  lowerCamelCase__           =		line.split(' '							)[2]
            elif in_error and not line.split(' '							)[0].isdigit():
                  lowerCamelCase__           =		line
                  lowerCamelCase__           =		False

      return failures



class   _a      :
    def __init__( self							:					Optional[Any]							,					SCREAMING_SNAKE_CASE__							:					str							,					SCREAMING_SNAKE_CASE__							:					Dict				):
          lowerCamelCase__           =		title

          lowerCamelCase__           =		doc_test_results['time_spent'].split(','				)[0]
          lowerCamelCase__           =		doc_test_results['success']
          lowerCamelCase__           =		doc_test_results['failures']
          lowerCamelCase__           =		self.n_success + self.n_failures

          # Failures and success of the modeling tests
          lowerCamelCase__           =		doc_test_results
    @property
    def      _UpperCamelCase       ( self							:					List[str]				):
          lowerCamelCase__           =		[self._time_spent]
          lowerCamelCase__           =		0

          for time in time_spent:
                lowerCamelCase__           =		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:
                      lowerCamelCase__           =		[0, 0, time_parts[0]]

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

          lowerCamelCase__    ,  lowerCamelCase__    ,  lowerCamelCase__           =		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      _UpperCamelCase       ( self							:					Dict				):
          return {"type": "header", "text": {"type": "plain_text", "text": self.title}}
    @property
    def      _UpperCamelCase       ( self							:					Dict				):
          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							:					Any				):
          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							:					Union[str, Any]				):
          lowerCamelCase__           =		40
          lowerCamelCase__           =		{k: v['failed'] for k, v in doc_test_results.items() if isinstance(SCREAMING_SNAKE_CASE__							,					SCREAMING_SNAKE_CASE__				)}

          lowerCamelCase__           =		''
          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      _UpperCamelCase       ( self							:					str				):
          lowerCamelCase__           =		[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      _UpperCamelCase       ( ):
          lowerCamelCase__           =		[
              {
                  '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      _UpperCamelCase       ( self							:					Optional[int]				):
          print('Sending the following payload'				)
          print(json.dumps({'blocks': json.loads(self.payload				)}				)				)

          lowerCamelCase__           =		F'{self.n_failures} failures out of {self.n_tests} tests,' if self.n_failures else 'All tests passed.'

          lowerCamelCase__           =		client.chat_postMessage(
              channel=os.environ['CI_SLACK_CHANNEL_ID_DAILY']							,					blocks=self.payload							,					text=SCREAMING_SNAKE_CASE__							,					)
    def      _UpperCamelCase       ( self							:					Optional[Any]							,					SCREAMING_SNAKE_CASE__							:					Dict							,					SCREAMING_SNAKE_CASE__							:					List[Any]							,					SCREAMING_SNAKE_CASE__							:					Tuple							,					SCREAMING_SNAKE_CASE__							:					Tuple				):
          lowerCamelCase__           =		''
          for key, value in failures.items():
                lowerCamelCase__           =		value[:2_00] + ' [Truncated]' if len(SCREAMING_SNAKE_CASE__				) > 2_50 else value
                failures_text += F'*{key}*\n_{value}_\n\n'

          lowerCamelCase__           =		job_name
          lowerCamelCase__           =		{'type': 'section', 'text': {'type': 'mrkdwn', 'text': text}}

          if job_link is not None:
                lowerCamelCase__           =		{
                    '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							:					Optional[int]				):
          if self.thread_ts is None:
                raise ValueError('Can only post reply if a post has been made.'				)

          lowerCamelCase__           =		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'				)

          lowerCamelCase__           =		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']				):
                      lowerCamelCase__           =		F'*Num failures* :{len(job_result["failed"]				)} \n'
                      lowerCamelCase__           =		job_result['failures']
                      lowerCamelCase__           =		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   snake_case						(				)->		Optional[Any]:
      '''simple docstring'''


      lowerCamelCase__           =		os.environ['GITHUB_RUN_ID']
      lowerCamelCase__           =		F'https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100'
      lowerCamelCase__           =		requests.get(_a							).json()
      lowerCamelCase__           =		{}

      try:
            jobs.update({job['name']: job['html_url'] for job in result['jobs']}							)
            lowerCamelCase__           =		math.ceil((result['total_count'] - 100) / 100							)

            for i in range(_a							):
                  lowerCamelCase__           =		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.'		,   _a							)

      return {}



def   snake_case						(				_a:     str							)->		Dict:
      '''simple docstring'''


      lowerCamelCase__           =		{}

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

      return _artifact



def   snake_case						(				)->		Optional[int]:
      '''simple docstring'''


      class   _a      :
          def __init__( self							:					Tuple							,					SCREAMING_SNAKE_CASE__							:					str				):
                lowerCamelCase__           =		name
                lowerCamelCase__           =		[]
          def __str__( self							:					Dict				):
                return self.name


          def      _UpperCamelCase       ( self							:					Union[str, Any]							,					SCREAMING_SNAKE_CASE__							:					str				):
                self.paths.append({'name': self.name, 'path': path}				)





      lowerCamelCase__           =		{}

      lowerCamelCase__           =		filter(os.path.isdir		,   os.listdir()							)
      for directory in directories:
            lowerCamelCase__           =		directory
            if artifact_name not in _available_artifacts:
                  lowerCamelCase__           =		Artifact(_a							)

                  _available_artifacts[artifact_name].add_path(_a							)

      return _available_artifacts


if __name__ == "__main__":
   _snake_case          =							get_job_links()
   _snake_case          =							retrieve_available_artifacts()

   _snake_case          =							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'
   _snake_case          =							{
       v: {
           "failed": [],
           "failures": {},
       }
       for v in docs.values()
   }

   # Link to the GitHub Action job
   _snake_case          =							github_actions_job_links.get("run_doctests")

   _snake_case          =							available_artifacts["doc_tests_gpu_test_reports"].paths[0]
   _snake_case          =							retrieve_artifact(artifact_path["name"])
   if "stats" in artifact:
      _snake_case      ,					_snake_case      ,					_snake_case          =							handle_test_results(artifact["stats"])
      _snake_case          =							failed
      _snake_case          =							success
      _snake_case          =							time_spent[1:-1] + ", "

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

            if "::" in line:
               _snake_case      ,					_snake_case          =							line.split("::")
            else:
               _snake_case      ,					_snake_case          =							line, line

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

                  _snake_case          =							all_failures[test] if test in all_failures else "N/A"
                  _snake_case          =							failure
                  break

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



