





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						,			_snake_case						,			_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						,			_snake_case						,			_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_	,      lowercase_	,      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_	,      lowercase_		:				Dict				=						line.split('''::''')
								else:
										lowercase_	,      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 __future__ import annotations

def       A__(		__lowerCAmelCase	,			__lowerCAmelCase	,			__lowerCAmelCase ):
				_snake_case :			Dict  						=   list(range(len(__lowerCAmelCase ) ) )
				_snake_case :			Optional[int]  						=   [v / w for v, w in zip(__lowerCAmelCase	,			__lowerCAmelCase )]
				index.sort(key=lambda __lowerCAmelCase : ratio[i]	,			reverse=__lowerCAmelCase )

				_snake_case :			float  						=   0
				_snake_case :			list[float]  						=   [0] * len(__lowerCAmelCase )
				for i in index:
								if weight[i] <= capacity:
												_snake_case :			List[Any]  						=   1
												max_value += value[i]
												capacity -= weight[i]
								else:
												_snake_case :			Any  						=   capacity / weight[i]
												max_value += value[i] * capacity / weight[i]
												break

				return max_value, fractions


if __name__ == "__main__":
		import doctest

		doctest.testmod()






