


'''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


__UpperCAmelCase       =							WebClient(token=os.environ['''CI_SLACK_BOT_TOKEN'''])


def  _snake_case       (					A	)						->   Dict:
							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(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  _snake_case       (					A	)						->   List[str]:
							lowerCAmelCase__	       =     {}
							lowerCAmelCase__	       =     None
							lowerCAmelCase__	       =     False
							for line in failures_short_lines.split('''\n'''	):
														if re.search(R'''_ \[doctest\]'''			,   lowercase_	):
																					lowerCAmelCase__	       =     True
																					lowerCAmelCase__	       =     line.split(''' '''	)[2]
														elif in_error and not line.split(''' '''	)[0].isdigit():
																					lowerCAmelCase__	       =     line
																					lowerCAmelCase__	       =     False

							return failures




class 		a__    :





							'''simple docstring'''






							def __init__(		self ,   lowerCamelCase_ ,   lowerCamelCase_       )	->							Any:
														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   __SCREAMING_SNAKE_CASE							(		self       )	->							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(lowerCamelCase_       ) == 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(lowerCamelCase_       )}h{int(lowerCamelCase_       )}m{int(lowerCamelCase_       )}s"""







							@property
							def   __SCREAMING_SNAKE_CASE							(		self       )	->							Dict:
														return {"type": "header", "text": {"type": "plain_text", "text": self.title}}







							@property
							def   __SCREAMING_SNAKE_CASE							(		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   __SCREAMING_SNAKE_CASE							(		self       )	->							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   __SCREAMING_SNAKE_CASE							(		self       )	->							Dict:
														lowerCAmelCase__	       =     40
														lowerCAmelCase__	       =     {k: v['''failed'''] for k, v in doc_test_results.items() if isinstance(lowerCamelCase_ ,   lowerCamelCase_       )}

														lowerCAmelCase__	       =     ''''''
														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   __SCREAMING_SNAKE_CASE							(		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(lowerCamelCase_       )







							@staticmethod
							def   __SCREAMING_SNAKE_CASE							(		)	->							Union[str, Any]:
														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(lowerCamelCase_       )}       )       )

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







							def   __SCREAMING_SNAKE_CASE							(		self       )	->							Optional[Any]:
														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=lowerCamelCase_ ,   )







							def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_ ,   lowerCamelCase_ ,   lowerCamelCase_ ,   lowerCamelCase_       )	->							Optional[Any]:
														lowerCAmelCase__	       =     ''''''
														for key, value in failures.items():
																					lowerCAmelCase__	       =     value[:2_00] + ''' [Truncated]''' if len(lowerCamelCase_       ) > 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   __SCREAMING_SNAKE_CASE							(		self       )	->							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 lowerCamelCase_       : 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(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       (					)						->   Tuple:
							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(lowercase_	).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(lowercase_	):
																					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.'''			,   lowercase_	)

							return {}


def  _snake_case       (					A	)						->   Tuple:
							lowerCAmelCase__	       =     {}

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

							return _artifact


def  _snake_case       (					)						->   Union[str, Any]:




							class 		a__    :





														'''simple docstring'''






														def __init__(		self ,   lowerCamelCase_       )	->							List[str]:
																					lowerCAmelCase__	       =     name
																					lowerCAmelCase__	       =     []







														def __str__(		self       )	->							str:
																					return self.name







														def   __SCREAMING_SNAKE_CASE							(		self ,   lowerCamelCase_       )	->							Union[str, Any]:
																					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(lowercase_	)

																					_available_artifacts[artifact_name].add_path(lowercase_	)

							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()



'''simple docstring'''






from __future__ import annotations

import numpy as np
from numpy import floataa
from numpy.typing import NDArray


def  _snake_case       (					A			,   A			,   A			,   A			,   )						->   list[float]:
							lowerCAmelCase__       , lowerCAmelCase__	       =     coefficient_matrix.shape
							lowerCAmelCase__       , lowerCAmelCase__	       =     constant_matrix.shape

							if rowsa != colsa:
														lowerCAmelCase__	       =     F"""Coefficient matrix dimensions must be nxn but received {rowsa}x{colsa}"""
														raise ValueError(A	)

							if colsa != 1:
														lowerCAmelCase__	       =     F"""Constant matrix must be nx1 but received {rowsa}x{colsa}"""
														raise ValueError(A	)

							if rowsa != rowsa:
														lowerCAmelCase__	       =     (
														    '''Coefficient and constant matrices dimensions must be nxn and nx1 but '''
														    F"""received {rowsa}x{colsa} and {rowsa}x{colsa}"""
														)
														raise ValueError(A	)

							if len(A	) != rowsa:
														lowerCAmelCase__	       =     (
														    '''Number of initial values must be equal to number of rows in coefficient '''
														    F"""matrix but received {len(A	)} and {rowsa}"""
														)
														raise ValueError(A	)

							if iterations <= 0:
														raise ValueError('''Iterations must be at least 1'''	)

							lowerCAmelCase__	       =     np.concatenate(
							    (coefficient_matrix, constant_matrix)			,   axis=1	)

							lowerCAmelCase__       , lowerCAmelCase__	       =     table.shape

							strictly_diagonally_dominant(A	)

							# Iterates the whole matrix for given number of times
							for _ in range(A	):
														lowerCAmelCase__	       =     []
														for row in range(A	):
																					lowerCAmelCase__	       =     0
																					for col in range(A	):
																												if col == row:
																																			lowerCAmelCase__	       =     table[row][col]
																												elif col == cols - 1:
																																			lowerCAmelCase__	       =     table[row][col]
																												else:
																																			temp += (-1) * table[row][col] * init_val[col]
																					lowerCAmelCase__	       =     (temp + val) / denom
																					new_val.append(A	)
														lowerCAmelCase__	       =     new_val

							return [float(A	) for i in new_val]


def  _snake_case       (					A	)						->   bool:
							lowerCAmelCase__       , lowerCAmelCase__	       =     table.shape

							lowerCAmelCase__	       =     True

							for i in range(0			,   A	):
														lowerCAmelCase__	       =     0
														for j in range(0			,   cols - 1	):
																					if i == j:
																												continue
																					else:
																												total += table[i][j]

														if table[i][i] <= total:
																					raise ValueError('''Coefficient matrix is not strictly diagonally dominant'''	)

							return is_diagonally_dominant


# Test Cases
if __name__ == "__main__":
		import doctest

		doctest.testmod()