




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 							_A       (						lowerCAmelCase_					: Dict      ):
     """simple docstring"""

     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(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_					: Dict      ):
     """simple docstring"""

     lowerCAmelCase__          =			{}
     lowerCAmelCase__          =			None
     lowerCAmelCase__          =			False
     for line in failures_short_lines.split("\n"      ):
          if re.search(r"_ \[doctest\]"       ,    lowerCAmelCase_      ):
               lowerCAmelCase__          =			True
               lowerCAmelCase__          =			line.split(" "      )[2]
          elif in_error and not line.split(" "      )[0].isdigit():
               lowerCAmelCase__          =			line
               lowerCAmelCase__          =			False

     return failures





class 			__lowerCamelCase	:




    """simple docstring"""

    def __init__(	self					:					Dict       ,     SCREAMING_SNAKE_CASE__					:					str       ,     SCREAMING_SNAKE_CASE__					:					Dict       )				->	Dict:
         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        a				(	self					:					int       )				->	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(SCREAMING_SNAKE_CASE__       ) == 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 * 3_600 + minutes * 60 + seconds

         lowerCAmelCase__     ,		lowerCAmelCase__     ,		lowerCAmelCase__          =			total_secs // 3_600, (total_secs % 3_600) // 60, total_secs % 60
         return f'{int(SCREAMING_SNAKE_CASE__       )}h{int(SCREAMING_SNAKE_CASE__       )}m{int(SCREAMING_SNAKE_CASE__       )}s'


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


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

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

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

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

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


    @property
    def        a				(	self					:					Dict       )				->	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(SCREAMING_SNAKE_CASE__       )


    @staticmethod
    def        a				(	)				->	List[str]:
         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(SCREAMING_SNAKE_CASE__       )}       )       )

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


    def        a				(	self					:					str       )				->	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=SCREAMING_SNAKE_CASE__       ,     )


    def        a				(	self					:					Optional[int]       ,     SCREAMING_SNAKE_CASE__					:					Any       ,     SCREAMING_SNAKE_CASE__					:					Dict       ,     SCREAMING_SNAKE_CASE__					:					Union[str, Any]       ,     SCREAMING_SNAKE_CASE__					:					Union[str, Any]       )				->	List[str]:
         lowerCAmelCase__          =			""
         for key, value in failures.items():
              lowerCAmelCase__          =			value[:200] + " [Truncated]" if len(SCREAMING_SNAKE_CASE__       ) > 250 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        a				(	self					:					List[str]       )				->	Any:
         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 SCREAMING_SNAKE_CASE__       : 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(SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       ,     SCREAMING_SNAKE_CASE__       ,     text=SCREAMING_SNAKE_CASE__       )

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

                   time.sleep(1       )






def 							_A       (						):
     """simple docstring"""

     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(lowerCAmelCase_      ).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(lowerCAmelCase_      ):
               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."       ,    lowerCAmelCase_      )

     return {}



def 							_A       (						lowerCAmelCase_					: str      ):
     """simple docstring"""

     lowerCAmelCase__          =			{}

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

     return _artifact



def 							_A       (						):
     """simple docstring"""

     class 			__lowerCamelCase	:




         """simple docstring"""

         def __init__(	self					:					Optional[int]       ,     SCREAMING_SNAKE_CASE__					:					str       )				->	str:
              lowerCAmelCase__          =			name
              lowerCAmelCase__          =			[]


         def __str__(	self					:					Tuple       )				->	Any:
              return self.name


         def        a				(	self					:					Dict       ,     SCREAMING_SNAKE_CASE__					:					str       )				->	Dict:
              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(lowerCAmelCase_      )

               _available_artifacts[artifact_name].add_path(lowerCAmelCase_      )

     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 math import pi, sqrt



def 							_A       (						lowerCAmelCase_					: float      ):
     """simple docstring"""

     if num <= 0:
          raise ValueError("math domain error"      )
     if num > 171.5:
          raise OverflowError("math range error"      )
     elif num - int(lowerCAmelCase_      ) not in (0, 0.5):
          raise NotImplementedError("num must be an integer or a half-integer"      )
     elif num == 0.5:
          return sqrt(lowerCAmelCase_      )
     else:
          return 1.0 if num == 1 else (num - 1) * gamma(num - 1      )



def 							_A       (						):
     """simple docstring"""

     assert gamma(0.5      ) == sqrt(lowerCAmelCase_      )
     assert gamma(1      ) == 1.0
     assert gamma(2      ) == 1.0


if __name__ == "__main__":
     from doctest import testmod

     testmod()
     UpperCamelCase								=					1.0
     while num:
          UpperCamelCase								=					float(input('Gamma of: '))
          print(F"""gamma({num}) = {gamma(num)}""")
          print('\nEnter 0 to exit...')
