


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


__UpperCamelCase    		=       WebClient(token=os.environ['CI_SLACK_BOT_TOKEN'])
def        UpperCamelCase_(				_A   :List[Any]  )->		Tuple:
			UpperCamelCase__					=       test_results.split(" "  )

			UpperCamelCase__					=       0
			UpperCamelCase__					=       0

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

			for i, expression in enumerate(snake_case_  ):
						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_(				_A   :Dict  )->		Optional[int]:
			UpperCamelCase__					=       {}
			UpperCamelCase__					=       None
			UpperCamelCase__					=       False
			for line in failures_short_lines.split("\n"  ):
						if re.search(r"_ \[doctest\]"				,     snake_case_  ):
									UpperCamelCase__					=       True
									UpperCamelCase__					=       line.split(" "  )[2]
						elif in_error and not line.split(" "  )[0].isdigit():
									UpperCamelCase__					=       line
									UpperCamelCase__					=       False

			return failures







class        lowerCamelCase__	:






			"""simple docstring"""






			def __init__(							self      ,						snake_case      ,						snake_case     ):

						'''simple docstring'''


						UpperCamelCase__					=       title

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

						# Failures and success of the modeling tests
						UpperCamelCase__					=       doc_test_results




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       [self._time_spent]
						UpperCamelCase__					=       0

						for time in time_spent:
									UpperCamelCase__					=       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(_a     ) == 1:
												UpperCamelCase__					=       [0, 0, time_parts[0]]

									UpperCamelCase__					=       int(time_parts[0]     ), int(time_parts[1]     ), float(time_parts[2]     )
									total_secs += hours * 3600 + minutes * 60 + seconds

						UpperCamelCase__					=       total_secs // 3600, (total_secs % 3600) // 60, total_secs % 60
						return F'''{int(_a     )}h{int(_a     )}m{int(_a     )}s'''




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


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




			@property
			def 				snake_case__				(							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 				snake_case__				(							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 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       40
						UpperCamelCase__					=       {k: v["""failed"""] for k, v in doc_test_results.items() if isinstance(_a      ,						_a     )}

						UpperCamelCase__					=       """"""
						for category, failures in category_failures.items():
									if len(_a     ) == 0:
												continue

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

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

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




			@property
			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       [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(_a     )




			@staticmethod
			def 				snake_case__				(							):

						'''simple docstring'''


						UpperCamelCase__					=       [
						    {
						        """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(_a     )}     )     )

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


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

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

						UpperCamelCase__					=       client.chat_postMessage(
						    channel=os.environ["CI_SLACK_CHANNEL_ID_DAILY"]      ,						blocks=self.payload      ,						text=_a      ,						)




			def 				snake_case__				(							self      ,						snake_case      ,						snake_case      ,						snake_case      ,						snake_case     ):

						'''simple docstring'''


						UpperCamelCase__					=       """"""
						for key, value in failures.items():
									UpperCamelCase__					=       value[:200] + """ [Truncated]""" if len(_a     ) > 250 else value
									failures_text += F'''*{key}*\n_{value}_\n\n'''

						UpperCamelCase__					=       job_name
						UpperCamelCase__					=       {"""type""": """section""", """text""": {"""type""": """mrkdwn""", """text""": text}}

						if job_link is not None:
									UpperCamelCase__					=       {
									    """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 				snake_case__				(							self     ):

						'''simple docstring'''


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

						UpperCamelCase__					=       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"     )

						UpperCamelCase__					=       sorted(self.doc_test_results.items()      ,						key=lambda snake_case     : t[0]     )
						for job, job_result in sorted_dict:
									if len(job_result["failures"]     ):
												UpperCamelCase__					=       F'''*Num failures* :{len(job_result['failed']     )} \n'''
												UpperCamelCase__					=       job_result["""failures"""]
												UpperCamelCase__					=       self.get_reply_blocks(_a      ,						_a      ,						_a      ,						text=_a     )

												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=_a      ,						thread_ts=self.thread_ts["ts"]      ,						)

												time.sleep(1     )



def        UpperCamelCase_(				)->		Optional[int]:
			UpperCamelCase__					=       os.environ["""GITHUB_RUN_ID"""]
			UpperCamelCase__					=       F'''https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100'''
			UpperCamelCase__					=       requests.get(snake_case_  ).json()
			UpperCamelCase__					=       {}

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

						for i in range(snake_case_  ):
									UpperCamelCase__					=       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."				,     snake_case_  )

			return {}
def        UpperCamelCase_(				_A   :List[Any]  )->		Any:
			UpperCamelCase__					=       {}

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

			return _artifact
def        UpperCamelCase_(				)->		List[str]:







			class        lowerCamelCase__	:






						"""simple docstring"""






						def __init__(							self      ,						snake_case     ):

									'''simple docstring'''


									UpperCamelCase__					=       name
									UpperCamelCase__					=       []




						def __str__(							self     ):

									'''simple docstring'''


									return self.name







						def 				snake_case__				(							self      ,						snake_case     ):

									'''simple docstring'''


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



			UpperCamelCase__					=       {}

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

									_available_artifacts[artifact_name].add_path(snake_case_  )

			return _available_artifacts


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

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

						# Link to the GitHub Action job
						__UpperCamelCase    		=       github_actions_job_links.get('run_doctests')

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

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

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

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

																																				__UpperCamelCase    		=       all_failures[test] if test in all_failures else 'N/A'
																																				__UpperCamelCase    		=       failure
																																				break

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






from collections import deque
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		List[Any]:
			UpperCamelCase__					=       len(_A  )
			UpperCamelCase__					=       deque()
			UpperCamelCase__					=       [False for _ in range(_A  )]
			UpperCamelCase__					=       [-1 for _ in range(_A  )]
			UpperCamelCase__					=       index_of[:]

			def strong_connect(_A   :Optional[int]				,     _A   :Optional[int]				,     _A   :List[Any]  ):
						UpperCamelCase__					=       index  # the number when this node is seen
						UpperCamelCase__					=       index  # lowest rank node reachable from here
						index += 1
						stack.append(_A  )
						UpperCamelCase__					=       True

						for w in g[v]:
									if index_of[w] == -1:
												UpperCamelCase__					=       strong_connect(_A				,     _A				,     _A  )
												UpperCamelCase__					=       (
												    lowlink_of[w] if lowlink_of[w] < lowlink_of[v] else lowlink_of[v]
												)
									elif on_stack[w]:
												UpperCamelCase__					=       (
												    lowlink_of[w] if lowlink_of[w] < lowlink_of[v] else lowlink_of[v]
												)

						if lowlink_of[v] == index_of[v]:
									UpperCamelCase__					=       []
									UpperCamelCase__					=       stack.pop()
									UpperCamelCase__					=       False
									component.append(_A  )
									while w != v:
												UpperCamelCase__					=       stack.pop()
												UpperCamelCase__					=       False
												component.append(_A  )
									components.append(_A  )
						return index

			UpperCamelCase__					=       []
			for v in range(_A  ):
						if index_of[v] == -1:
									strong_connect(_A				,     0				,     _A  )

			return components
def        UpperCamelCase_(				_A   :Optional[Any]				,     _A   :Any  )->		Union[str, Any]:
			UpperCamelCase__					=       [[] for _ in range(_A  )]
			for u, v in edges:
						g[u].append(_A  )
			return g


if __name__ == "__main__":
						# Test
						__UpperCamelCase    		=       7
						__UpperCamelCase    		=       [0, 0, 1, 2, 3, 3, 4, 4, 6]
						__UpperCamelCase    		=       [1, 3, 2, 0, 1, 4, 5, 6, 5]
						__UpperCamelCase    		=       [(u, v) for u, v in zip(source, target)]
						__UpperCamelCase    		=       create_graph(n_vertices, edges)

						assert [[5], [6], [4], [3, 2, 1, 0]] == tarjan(g)


