






"""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


_lowercase				:				Tuple   		=		WebClient(token=os.environ["CI_SLACK_BOT_TOKEN"])






def   snake_case__     (	__lowerCamelCase       :					Optional[int]			):
			"""simple docstring"""
			lowerCamelCase__	:	int				=test_results.split(''' '''			)

			lowerCamelCase__	:	str				=0
			lowerCamelCase__	:	List[Any]				=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__	:	List[Any]				=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   snake_case__     (	__lowerCamelCase       :					str			):
			"""simple docstring"""
			lowerCamelCase__	:	int				={}
			lowerCamelCase__	:	Union[str, Any]				=None
			lowerCamelCase__	:	List[str]				=False
			for line in failures_short_lines.split('''\n'''			):
						if re.search(R'''_ \[doctest\]'''							,	__lowerCamelCase			):
									lowerCamelCase__	:	int				=True
									lowerCamelCase__	:	Optional[int]				=line.split(''' '''			)[2]
						elif in_error and not line.split(''' '''			)[0].isdigit():
									lowerCamelCase__	:	Dict				=line
									lowerCamelCase__	:	List[Any]				=False

			return failures

class  __SCREAMING_SNAKE_CASE			:


					'''simple docstring'''





					def __init__( self							:						int,						lowerCamelCase							:						str,						lowerCamelCase							:						Dict  )->      Optional[Any]:
								lowerCamelCase__	:	Union[str, Any]				=title

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

								# Failures and success of the modeling tests
								lowerCamelCase__	:	List[Any]				=doc_test_results



					@property
					def 	snake_case ( self							:						Optional[Any]  )->      str:
								lowerCamelCase__	:	Optional[int]				=[self._time_spent]
								lowerCamelCase__	:	Optional[Any]				=0

								for time in time_spent:
											lowerCamelCase__	:	Union[str, 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(lowerCamelCase  ) == 1:
														lowerCamelCase__	:	Any				=[0, 0, time_parts[0]]

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

								lowerCamelCase__	:	Optional[int]				=total_secs // 3600, (total_secs % 3600) // 60, total_secs % 60
								return F'''{int(lowerCamelCase  )}h{int(lowerCamelCase  )}m{int(lowerCamelCase  )}s'''



					@property
					def 	snake_case ( self							:						List[Any]  )->      Dict:
								return {"type": "header", "text": {"type": "plain_text", "text": self.title}}



					@property
					def 	snake_case ( self							:						Dict  )->      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 	snake_case ( self							:						List[Any]  )->      Dict:
								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							:						Any  )->      Dict:
								lowerCamelCase__	:	Union[str, Any]				=40
								lowerCamelCase__	:	List[str]				={k: v['''failed'''] for k, v in doc_test_results.items() if isinstance(lowerCamelCase,						lowerCamelCase  )}

								lowerCamelCase__	:	Optional[Any]				=''''''
								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 	snake_case ( self							:						Any  )->      str:
								lowerCamelCase__	:	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 	snake_case ( )->      int:
								lowerCamelCase__	:	Tuple				=[
								    {
								        '''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 	snake_case ( self							:						Optional[Any]  )->      Dict:
								print('''Sending the following payload'''  )
								print(json.dumps({'''blocks''': json.loads(self.payload  )}  )  )

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

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



					def 	snake_case ( self							:						Optional[Any],						lowerCamelCase							:						Optional[int],						lowerCamelCase							:						Optional[Any],						lowerCamelCase							:						Tuple,						lowerCamelCase							:						int  )->      Dict:
								lowerCamelCase__	:	Optional[int]				=''''''
								for key, value in failures.items():
											lowerCamelCase__	:	List[str]				=value[:200] + ''' [Truncated]''' if len(lowerCamelCase  ) > 250 else value
											failures_text += F'''*{key}*\n_{value}_\n\n'''

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

								if job_link is not None:
											lowerCamelCase__	:	List[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 	snake_case ( self							:						Tuple  )->      str:
								if self.thread_ts is None:
											raise ValueError('''Can only post reply if a post has been made.'''  )

								lowerCamelCase__	:	Dict				=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__	:	Optional[int]				=sorted(self.doc_test_results.items(),						key=lambda lowerCamelCase  : t[0]  )
								for job, job_result in sorted_dict:
											if len(job_result['''failures''']  ):
														lowerCamelCase__	:	int				=F'''*Num failures* :{len(job_result["failed"]  )} \n'''
														lowerCamelCase__	:	Dict				=job_result['''failures''']
														lowerCamelCase__	:	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   snake_case__     (	):
			"""simple docstring"""
			lowerCamelCase__	:	int				=os.environ['''GITHUB_RUN_ID''']
			lowerCamelCase__	:	str				=f'''https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100'''
			lowerCamelCase__	:	Any				=requests.get(__lowerCamelCase			).json()
			lowerCamelCase__	:	Optional[Any]				={}

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

						for i in range(__lowerCamelCase			):
									lowerCamelCase__	:	Tuple				=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   snake_case__     (	__lowerCamelCase       :					str			):
			"""simple docstring"""
			lowerCamelCase__	:	Optional[Any]				={}

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

			return _artifact






def   snake_case__     (	):
			"""simple docstring"""

			class  __SCREAMING_SNAKE_CASE			:


								'''simple docstring'''





								def __init__( self							:						Tuple,						lowerCamelCase							:						str  )->      int:
											lowerCamelCase__	:	Tuple				=name
											lowerCamelCase__	:	Optional[Any]				=[]



								def __str__( self							:						int  )->      Dict:
											return self.name




								def 	snake_case ( self							:						Dict,						lowerCamelCase							:						str  )->      Tuple:
											self.paths.append({'''name''': self.name, '''path''': path}  )





			lowerCamelCase__	:	Dict[str, Artifact]				={}

			lowerCamelCase__	:	List[str]				=filter(os.path.isdir							,	os.listdir()			)
			for directory in directories:
						lowerCamelCase__	:	List[str]				=directory
						if artifact_name not in _available_artifacts:
									lowerCamelCase__	:	List[str]				=Artifact(__lowerCamelCase			)

									_available_artifacts[artifact_name].add_path(__lowerCamelCase			)

			return _available_artifacts


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

		_lowercase				:				Tuple   		=		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				:				Optional[Any]   		=		{
		    v: {
		        "failed": [],
		        "failures": {},
		    }
		    for v in docs.values()
		}

		# Link to the GitHub Action job
		_lowercase				:				Optional[Any]   		=		github_actions_job_links.get("run_doctests")

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

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

								if "::" in line:
										_lowercase				:				Tuple   		=		line.split("::")
								else:
										_lowercase				:				Any   		=		line, line

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

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

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









"""simple docstring"""






def   snake_case__     (	__lowerCamelCase       :					list[int]			):
			"""simple docstring"""
			if not numbers:
						return 0

			if not isinstance(__lowerCamelCase							,	(list, tuple)			) or not all(
			    isinstance(__lowerCamelCase							,	__lowerCamelCase			) for number in numbers			):
						raise ValueError('''numbers must be an iterable of integers'''			)

			lowerCamelCase__	:	Any				=numbers[0]

			for i in range(1							,	len(__lowerCamelCase			)			):
						# update the maximum and minimum subarray products
						lowerCamelCase__	:	Dict				=numbers[i]
						if number < 0:
									lowerCamelCase__			,     lowerCamelCase__	:	List[Any]				=min_till_now, max_till_now
						lowerCamelCase__	:	Optional[int]				=max(__lowerCamelCase							,	max_till_now * number			)
						lowerCamelCase__	:	Dict				=min(__lowerCamelCase							,	min_till_now * number			)

						# update the maximum product found till now
						lowerCamelCase__	:	Tuple				=max(__lowerCamelCase							,	__lowerCamelCase			)

			return max_prod




