




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



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :List[str]      	=						test_results.split(" "   )

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

  return failures




class    __lowerCAmelCase       :






       def __init__(   self:					Optional[Any]       ,					_lowerCAmelCase:					str       ,					_lowerCAmelCase:					Dict				):
         lowercase    :Tuple      	=						title

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

         # Failures and success of the modeling tests
         lowercase    :Dict      	=						doc_test_results






       @property
       def 					SCREAMING_SNAKE_CASE    (   self:					Tuple				):
         lowercase    :int      	=						[self._time_spent]
         lowercase    :Optional[Any]      	=						0

         for time in time_spent:
           lowercase    :List[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:
             lowercase    :List[Any]      	=						[0, 0, time_parts[0]]

           lowercase	,    lowercase	,    lowercase    :List[Any]      	=						int(time_parts[0]				), int(time_parts[1]				), float(time_parts[2]				)
           total_secs += hours * 36_00 + minutes * 60 + seconds

         lowercase	,    lowercase	,    lowercase    :str      	=						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:					Optional[int]				):
         return {"type": "header", "text": {"type": "plain_text", "text": self.title}}






       @property
       def 					SCREAMING_SNAKE_CASE    (   self:					Tuple				):
         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:					Tuple				):
         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				):
         lowercase    :int      	=						40
         lowercase    :str      	=						{k: v["failed"] for k, v in doc_test_results.items() if isinstance(_lowerCAmelCase       ,					_lowerCAmelCase				)}

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

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

         lowercase    :str      	=						client.chat_postMessage(
             channel=os.environ["CI_SLACK_CHANNEL_ID_DAILY"]       ,					blocks=self.payload       ,					text=_lowerCAmelCase       ,					)






       def 					SCREAMING_SNAKE_CASE    (   self:					int       ,					_lowerCAmelCase:					Dict       ,					_lowerCAmelCase:					List[Any]       ,					_lowerCAmelCase:					Optional[int]       ,					_lowerCAmelCase:					Any				):
         lowercase    :Optional[int]      	=						""
         for key, value in failures.items():
           lowercase    :Optional[int]      	=						value[:2_00] + " [Truncated]" if len(_lowerCAmelCase				) > 2_50 else value
           failures_text += F"*{key}*\n_{value}_\n\n"

         lowercase    :int      	=						job_name
         lowercase    :Tuple      	=						{"type": "section", "text": {"type": "mrkdwn", "text": text}}

         if job_link is not None:
           lowercase    :List[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 					SCREAMING_SNAKE_CASE    (   self:					Tuple				):
         if self.thread_ts is None:
           raise ValueError("Can only post reply if a post has been made."				)

         lowercase    :Optional[int]      	=						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"				)

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

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

    for i in range(lowerCamelCase   ):
      lowercase    :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       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Tuple      	=						{}

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

  return _artifact



def       UpperCAmelCase__  (     ):




  class    __lowerCAmelCase       :






         def __init__(   self:					List[str]       ,					_lowerCAmelCase:					str				):
           lowercase    :Tuple      	=						name
           lowercase    :int      	=						[]






         def __str__(   self:					int				):
           return self.name






         def 					SCREAMING_SNAKE_CASE    (   self:					List[str]       ,					_lowerCAmelCase:					str				):
           self.paths.append({"name": self.name, "path": path}				)







  lowercase    :Dict[str, Artifact]      	=						{}

  lowercase    :str      	=						filter(os.path.isdir,			os.listdir()   )
  for directory in directories:
    lowercase    :Tuple      	=						directory
    if artifact_name not in _available_artifacts:
      lowercase    :int      	=						Artifact(lowerCamelCase   )

      _available_artifacts[artifact_name].add_path(lowerCamelCase   )

  return _available_artifacts


if __name__ == "__main__":
     _UpperCAmelCase	:						Optional[Any]			=     get_job_links()
     _UpperCAmelCase	:						List[str]			=     retrieve_available_artifacts()

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

     # Link to the GitHub Action job
     _UpperCAmelCase	:						Any			=     github_actions_job_links.get("run_doctests")

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

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

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

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

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

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









def       UpperCAmelCase__  (     lowerCamelCase = "The quick brown fox jumps over the lazy dog",			):
  lowercase    :Dict      	=						set()

  # Replace all the whitespace in our sentence
  lowercase    :Optional[int]      	=						input_str.replace(" ",			""   )
  for alpha in input_str:
    if "a" <= alpha.lower() <= "z":
      frequency.add(alpha.lower()   )
  return len(lowerCamelCase   ) == 26



def       UpperCAmelCase__  (     lowerCamelCase = "The quick brown fox jumps over the lazy dog",			):
  lowercase    :Optional[Any]      	=						[False] * 26
  for char in input_str:
    if char.islower():
      lowercase    :Union[str, Any]      	=						True
    elif char.isupper():
      lowercase    :int      	=						True
  return all(lowerCamelCase   )



def       UpperCAmelCase__  (     lowerCamelCase = "The quick brown fox jumps over the lazy dog",			):
  return len({char for char in input_str.lower() if char.isalpha()}   ) == 26



def       UpperCAmelCase__  (     ):
  from timeit import timeit

  lowercase    :Optional[Any]      	=						"from __main__ import is_pangram, is_pangram_faster, is_pangram_fastest"
  print(timeit("is_pangram()",			setup=lowerCamelCase   )   )
  print(timeit("is_pangram_faster()",			setup=lowerCamelCase   )   )
  print(timeit("is_pangram_fastest()",			setup=lowerCamelCase   )   )
  # 5.348480500048026, 2.6477354579837993, 1.8470395830227062
  # 5.036091582966037, 2.644472333951853,  1.8869528750656173


if __name__ == "__main__":
     import doctest

     doctest.testmod()
     benchmark()



