

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


A_       : List[Any]         =			WebClient(token=os.environ['CI_SLACK_BOT_TOKEN'])

def 						UpperCamelCase					(lowercase_: List[Any]					)     ->      Dict:
	A__							:    int        =		test_results.split(""" """					)

	A__							:    Optional[int]        =		0
	A__							:    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.
	A__							:    Any        =		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 						UpperCamelCase					(lowercase_: Union[str, Any]					)     ->      Union[str, Any]:
	A__							:    List[str]        =		{}
	A__							:    Dict        =		None
	A__							:    str        =		False
	for line in failures_short_lines.split("""\n"""					):
		if re.search(r"""_ \[doctest\]"""    ,      lowercase_					):
			A__							:    Optional[int]        =		True
			A__							:    Any        =		line.split(""" """					)[2]
		elif in_error and not line.split(""" """					)[0].isdigit():
			A__							:    str        =		line
			A__							:    Optional[int]        =		False

	return failures



class     _a						:


					'''simple docstring'''






					def __init__( self    ,       A__    ,       A__			):
						A__							:    Tuple        =		title

						A__							:    List[str]        =		doc_test_results["""time_spent"""].split(""","""			)[0]
						A__							:    Optional[Any]        =		doc_test_results["""success"""]
						A__							:    Optional[Any]        =		doc_test_results["""failures"""]
						A__							:    str        =		self.n_success + self.n_failures

						# Failures and success of the modeling tests
						A__							:    Union[str, Any]        =		doc_test_results






					@property
					def   __A			( self			):
						A__							:    Tuple        =		[self._time_spent]
						A__							:    Optional[Any]        =		0

						for time in time_spent:
							A__							:    Optional[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(A__			) == 1:
								A__							:    str        =		[0, 0, time_parts[0]]

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

						A__   ,   A__   ,   A__							:    str        =		total_secs // 3600, (total_secs % 3600) // 60, total_secs % 60
						return F"""{int(A__			)}h{int(A__			)}m{int(A__			)}s"""






					@property
					def   __A			( self			):
						return {"type": "header", "text": {"type": "plain_text", "text": self.title}}






					@property
					def   __A			( self			):
						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   __A			( self			):
						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   __A			( self			):
						A__							:    Dict        =		40
						A__							:    Optional[int]        =		{k: v["""failed"""] for k, v in doc_test_results.items() if isinstance(A__    ,       A__			)}

						A__							:    Dict        =		""""""
						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   __A			( self			):
						A__							:    List[str]        =		[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   __A			( ):
						A__							:    Optional[Any]        =		[
						    {
						        """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   __A			( self			):
						print("""Sending the following payload"""			)
						print(json.dumps({"""blocks""": json.loads(self.payload			)}			)			)

						A__							:    Tuple        =		F"""{self.n_failures} failures out of {self.n_tests} tests,""" if self.n_failures else """All tests passed."""

						A__							:    Optional[Any]        =		client.chat_postMessage(
						    channel=os.environ["""CI_SLACK_CHANNEL_ID_DAILY"""]    ,       blocks=self.payload    ,       text=A__    ,       )






					def   __A			( self    ,       A__    ,       A__    ,       A__    ,       A__			):
						A__							:    Dict        =		""""""
						for key, value in failures.items():
							A__							:    Union[str, Any]        =		value[:200] + """ [Truncated]""" if len(A__			) > 250 else value
							failures_text += F"""*{key}*\n_{value}_\n\n"""

						A__							:    Dict        =		job_name
						A__							:    List[Any]        =		{"""type""": """section""", """text""": {"""type""": """mrkdwn""", """text""": text}}

						if job_link is not None:
							A__							:    str        =		{
							    """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   __A			( self			):
						if self.thread_ts is None:
							raise ValueError("""Can only post reply if a post has been made."""			)

						A__							:    Tuple        =		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"""			)

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

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

		for i in range(lowercase_					):
			A__							:    Optional[int]        =		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 						UpperCamelCase					(lowercase_: str					)     ->      Any:
	A__							:    List[Any]        =		{}

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

	return _artifact

def 						UpperCamelCase					()     ->      Tuple:



	class     _a						:


						'''simple docstring'''






						def __init__( self    ,       A__			):
							A__							:    str        =		name
							A__							:    str        =		[]






						def __str__( self			):
							return self.name






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



	A__							:    Dict[str, Artifact]        =		{}

	A__							:    Any        =		filter(os.path.isdir    ,      os.listdir()					)
	for directory in directories:
		A__							:    List[Any]        =		directory
		if artifact_name not in _available_artifacts:
			A__							:    Dict        =		Artifact(lowercase_					)

			_available_artifacts[artifact_name].add_path(lowercase_					)

	return _available_artifacts


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

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

	# Link to the GitHub Action job
	A_       : Dict         =			github_actions_job_links.get('run_doctests')

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

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

				if "::" in line:
					A_       ,			A_       : Optional[int]         =			line.split('::')
				else:
					A_       ,			A_       : List[str]         =			line, line

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

						A_       : List[str]         =			all_failures[test] if test in all_failures else 'N/A'
						A_       : Optional[int]         =			failure
						break

	A_       : List[Any]         =			Message('🤗 Results of the doc tests.', doc_test_results)
	message.post()
	message.post_reply()






import argparse
from collections import defaultdict

import yaml


A_       : List[str]         =			'docs/source/en/_toctree.yml'

def 						UpperCamelCase					(lowercase_: Optional[int]					)     ->      List[str]:
	A__							:    Dict        =		defaultdict(lowercase_					)
	A__							:    Optional[int]        =		[]
	A__							:    Union[str, Any]        =		[]
	for doc in doc_list:
		if "local" in doc:
			counts[doc["local"]] += 1

		if doc["title"].lower() == "overview":
			overview_doc.append({"""local""": doc["""local"""], """title""": doc["""title"""]}					)
		else:
			new_doc_list.append(lowercase_					)

	A__							:    Optional[int]        =		new_doc_list
	A__							:    Optional[int]        =		[key for key, value in counts.items() if value > 1]

	A__							:    Optional[Any]        =		[]
	for duplicate_key in duplicates:
		A__							:    List[Any]        =		list({doc["""title"""] for doc in doc_list if doc["""local"""] == duplicate_key}					)
		if len(lowercase_					) > 1:
			raise ValueError(
			    f"""{duplicate_key} is present several times in the documentation table of content at """
			    """`docs/source/en/_toctree.yml` with different *Title* values. Choose one of those and remove the """
			    """others."""					)
		# Only add this once
		new_doc.append({"""local""": duplicate_key, """title""": titles[0]}					)

	# Add none duplicate-keys
	new_doc.extend([doc for doc in doc_list if """local""" not in counts or counts[doc["""local"""]] == 1]					)
	A__							:    Dict        =		sorted(lowercase_    ,      key=lambda lowercase_					: s["title"].lower()					)

	# "overview" gets special treatment and is always first
	if len(lowercase_					) > 1:
		raise ValueError("""{doc_list} has two 'overview' docs which is not allowed."""					)

	overview_doc.extend(lowercase_					)

	# Sort
	return overview_doc

def 						UpperCamelCase					(lowercase_: Tuple=False					)     ->      List[Any]:
	with open(lowercase_    ,      encoding="""utf-8"""					) as f:
		A__							:    Dict        =		yaml.safe_load(f.read()					)

	# Get to the API doc
	A__							:    List[Any]        =		0
	while content[api_idx]["title"] != "API":
		api_idx += 1
	A__							:    Union[str, Any]        =		content[api_idx]["""sections"""]

	# Then to the model doc
	A__							:    Dict        =		0
	while api_doc[scheduler_idx]["title"] != "Schedulers":
		scheduler_idx += 1

	A__							:    List[Any]        =		api_doc[scheduler_idx]["""sections"""]
	A__							:    Union[str, Any]        =		clean_doc_toc(lowercase_					)

	A__							:    Optional[int]        =		False
	if new_scheduler_doc != scheduler_doc:
		A__							:    List[Any]        =		True
		if overwrite:
			A__							:    Optional[int]        =		new_scheduler_doc

	if diff:
		if overwrite:
			A__							:    Tuple        =		api_doc
			with open(lowercase_    ,      """w"""    ,      encoding="""utf-8"""					) as f:
				f.write(yaml.dump(lowercase_    ,      allow_unicode=lowercase_					)					)
		else:
			raise ValueError(
			    """The model doc part of the table of content is not properly sorted, run `make style` to fix this."""					)

def 						UpperCamelCase					(lowercase_: Dict=False					)     ->      Optional[Any]:
	with open(lowercase_    ,      encoding="""utf-8"""					) as f:
		A__							:    int        =		yaml.safe_load(f.read()					)

	# Get to the API doc
	A__							:    Optional[Any]        =		0
	while content[api_idx]["title"] != "API":
		api_idx += 1
	A__							:    List[str]        =		content[api_idx]["""sections"""]

	# Then to the model doc
	A__							:    List[Any]        =		0
	while api_doc[pipeline_idx]["title"] != "Pipelines":
		pipeline_idx += 1

	A__							:    Dict        =		False
	A__							:    Tuple        =		api_doc[pipeline_idx]["""sections"""]
	A__							:    Tuple        =		[]

	# sort sub pipeline docs
	for pipeline_doc in pipeline_docs:
		if "section" in pipeline_doc:
			A__							:    List[Any]        =		pipeline_doc["""section"""]
			A__							:    Dict        =		clean_doc_toc(lowercase_					)
			if overwrite:
				A__							:    Optional[Any]        =		new_sub_pipeline_doc
		new_pipeline_docs.append(lowercase_					)

	# sort overall pipeline doc
	A__							:    Optional[int]        =		clean_doc_toc(lowercase_					)

	if new_pipeline_docs != pipeline_docs:
		A__							:    int        =		True
		if overwrite:
			A__							:    List[Any]        =		new_pipeline_docs

	if diff:
		if overwrite:
			A__							:    Union[str, Any]        =		api_doc
			with open(lowercase_    ,      """w"""    ,      encoding="""utf-8"""					) as f:
				f.write(yaml.dump(lowercase_    ,      allow_unicode=lowercase_					)					)
		else:
			raise ValueError(
			    """The model doc part of the table of content is not properly sorted, run `make style` to fix this."""					)


if __name__ == "__main__":
	A_       : str         =			argparse.ArgumentParser()
	parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
	A_       : str         =			parser.parse_args()

	check_scheduler_doc(args.fix_and_overwrite)
	check_pipeline_doc(args.fix_and_overwrite)



