



"""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


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





def  lowerCamelCase_						(UpperCamelCase__		:		int							):
    _UpperCAmelCase							:  Tuple											=    test_results.split(''' '''							)

    _UpperCAmelCase							:  Dict											=    0
    _UpperCAmelCase							:  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.
    _UpperCAmelCase							:  str											=    expressions[-2] if '''=''' in expressions[-1] else expressions[-1]

    for i, expression in enumerate(UpperCamelCase__							):
        if "failed" in expression:
            failed += int(expressions[i - 1]							)
        if "passed" in expression:
            success += int(expressions[i - 1]							)

    return failed, success, time_spent





def  lowerCamelCase_						(UpperCamelCase__		:		Optional[int]							):
    _UpperCAmelCase							:  Dict											=    {}
    _UpperCAmelCase							:  Union[str, Any]											=    None
    _UpperCAmelCase							:  Optional[int]											=    False
    for line in failures_short_lines.split('''\n'''							):
        if re.search(r'''_ \[doctest\]'''     ,       UpperCamelCase__							):
            _UpperCAmelCase							:  Dict											=    True
            _UpperCAmelCase							:  Tuple											=    line.split(''' '''							)[2]
        elif in_error and not line.split(''' '''							)[0].isdigit():
            _UpperCAmelCase							:  Optional[Any]											=    line
            _UpperCAmelCase							:  Union[str, Any]											=    False

    return failures
class 							_UpperCAmelCase							:





     '''simple docstring'''



     def __init__(					self       ,	A       ,	A		)							->					str:
         _UpperCAmelCase							:  Optional[Any]											=    title

         _UpperCAmelCase							:  Dict											=    doc_test_results['''time_spent'''].split(''','''		)[0]
         _UpperCAmelCase							:  Dict											=    doc_test_results['''success''']
         _UpperCAmelCase							:  Tuple											=    doc_test_results['''failures''']
         _UpperCAmelCase							:  Dict											=    self.n_success + self.n_failures

         # Failures and success of the modeling tests
         _UpperCAmelCase							:  List[Any]											=    doc_test_results





     @property
     def  __lowerCAmelCase	(					self		)							->					str:
         _UpperCAmelCase							:  Tuple											=    [self._time_spent]
         _UpperCAmelCase							:  List[Any]											=    0

         for time in time_spent:
             _UpperCAmelCase							:  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:
                 _UpperCAmelCase							:  Dict											=    [0, 0, time_parts[0]]

             _UpperCAmelCase							,				_UpperCAmelCase							,				_UpperCAmelCase							:  Optional[Any]											=    int(time_parts[0]		), int(time_parts[1]		), float(time_parts[2]		)
             total_secs += hours * 3_6_0_0 + minutes * 6_0 + seconds

         _UpperCAmelCase							,				_UpperCAmelCase							,				_UpperCAmelCase							:  Dict											=    total_secs // 3_6_0_0, (total_secs % 3_6_0_0) // 6_0, total_secs % 6_0
         return f'{int(A		)}h{int(A		)}m{int(A		)}s'





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





     @property
     def  __lowerCAmelCase	(					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  __lowerCAmelCase	(					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  __lowerCAmelCase	(					self		)							->					Dict:
         _UpperCAmelCase							:  Any											=    4_0
         _UpperCAmelCase							:  Tuple											=    {k: v['''failed'''] for k, v in doc_test_results.items() if isinstance(A       ,	A		)}

         _UpperCAmelCase							:  Union[str, Any]											=    ''''''
         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  __lowerCAmelCase	(					self		)							->					str:
         _UpperCAmelCase							:  Optional[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(A		)





     @staticmethod
     def  __lowerCAmelCase	(					)							->					Tuple:
         _UpperCAmelCase							:  int											=    [
             {
                 '''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  __lowerCAmelCase	(					self		)							->					Dict:
         print('''Sending the following payload'''		)
         print(json.dumps({'''blocks''': json.loads(self.payload		)}		)		)

         _UpperCAmelCase							:  Optional[Any]											=    f'{self.n_failures} failures out of {self.n_tests} tests,' if self.n_failures else '''All tests passed.'''

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





     def  __lowerCAmelCase	(					self       ,	A       ,	A       ,	A       ,	A		)							->					Dict:
         _UpperCAmelCase							:  List[str]											=    ''''''
         for key, value in failures.items():
             _UpperCAmelCase							:  int											=    value[:2_0_0] + ''' [Truncated]''' if len(A		) > 2_5_0 else value
             failures_text += f'*{key}*\n_{value}_\n\n'

         _UpperCAmelCase							:  Tuple											=    job_name
         _UpperCAmelCase							:  Optional[int]											=    {'''type''': '''section''', '''text''': {'''type''': '''mrkdwn''', '''text''': text}}

         if job_link is not None:
             _UpperCAmelCase							:  Tuple											=    {
                 '''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  __lowerCAmelCase	(					self		)							->					Dict:
         if self.thread_ts is None:
             raise ValueError('''Can only post reply if a post has been made.'''		)

         _UpperCAmelCase							:  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'''		)

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

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

        for i in range(UpperCamelCase__							):
            _UpperCAmelCase							:  Tuple											=    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.'''     ,       UpperCamelCase__							)

    return {}





def  lowerCamelCase_						(UpperCamelCase__		:		str							):
    _UpperCAmelCase							:  int											=    {}

    if os.path.exists(UpperCamelCase__							):
        _UpperCAmelCase							:  Tuple											=    os.listdir(UpperCamelCase__							)
        for file in files:
            try:
                with open(os.path.join(UpperCamelCase__     ,       UpperCamelCase__							)     ,       encoding='''utf-8'''							) as f:
                    _UpperCAmelCase							:  Optional[int]											=    f.read()
            except UnicodeDecodeError as e:
                raise ValueError(F'Could not open {os.path.join(UpperCamelCase__     ,       UpperCamelCase__							)}.'							) from e

    return _artifact





def  lowerCamelCase_						():
    class 							_UpperCAmelCase							:





         '''simple docstring'''



         def __init__(					self       ,	A		)							->					List[str]:
             _UpperCAmelCase							:  Optional[int]											=    name
             _UpperCAmelCase							:  str											=    []





         def __str__(					self		)							->					Union[str, Any]:
             return self.name





         def  __lowerCAmelCase	(					self       ,	A		)							->					Any:
             self.paths.append({'''name''': self.name, '''path''': path}		)



    _UpperCAmelCase							:  Dict[str, Artifact]											=    {}

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

            _available_artifacts[artifact_name].add_path(UpperCamelCase__							)

    return _available_artifacts


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

  _lowerCAmelCase    :List[Any]     =					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'
  _lowerCAmelCase    :List[str]     =					{
      v: {
          'failed': [],
          'failures': {},
      }
      for v in docs.values()
  }

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

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

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

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

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

            _lowerCAmelCase    :Tuple     =					all_failures[test] if test in all_failures else 'N/A'
            _lowerCAmelCase    :int     =					failure
            break

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







"""simple docstring"""
from ...configuration_utils import PretrainedConfig
from ...utils import logging


_lowerCAmelCase    :int     =					logging.get_logger(__name__)

_lowerCAmelCase    :Union[str, Any]     =					{
    'alibaba-damo/mgp-str-base': 'https://huggingface.co/alibaba-damo/mgp-str-base/resolve/main/config.json',
}
class 							_UpperCAmelCase							( a      ):





     '''simple docstring'''



     a__									='''mgp-str'''





     def __init__(					self       ,	A=[3_2, 1_2_8]       ,	A=4       ,	A=3       ,	A=2_7       ,	A=3_8       ,	A=5_0_2_5_7       ,	A=3_0_5_2_2       ,	A=7_6_8       ,	A=1_2       ,	A=1_2       ,	A=4.0       ,	A=True       ,	A=False       ,	A=1E-5       ,	A=0.0       ,	A=0.0       ,	A=0.0       ,	A=False       ,	A=0.02       ,	**A       ,	)							->					Union[str, Any]:
         super().__init__(**A		)

         _UpperCAmelCase							:  Any											=    image_size
         _UpperCAmelCase							:  str											=    patch_size
         _UpperCAmelCase							:  Dict											=    num_channels
         _UpperCAmelCase							:  Dict											=    max_token_length
         _UpperCAmelCase							:  Optional[Any]											=    num_character_labels
         _UpperCAmelCase							:  int											=    num_bpe_labels
         _UpperCAmelCase							:  List[str]											=    num_wordpiece_labels
         _UpperCAmelCase							:  Optional[int]											=    hidden_size
         _UpperCAmelCase							:  Any											=    num_hidden_layers
         _UpperCAmelCase							:  List[Any]											=    num_attention_heads
         _UpperCAmelCase							:  List[Any]											=    mlp_ratio
         _UpperCAmelCase							:  List[str]											=    distilled
         _UpperCAmelCase							:  Optional[int]											=    layer_norm_eps
         _UpperCAmelCase							:  str											=    drop_rate
         _UpperCAmelCase							:  List[Any]											=    qkv_bias
         _UpperCAmelCase							:  List[str]											=    attn_drop_rate
         _UpperCAmelCase							:  Dict											=    drop_path_rate
         _UpperCAmelCase							:  Union[str, Any]											=    output_aa_attentions
         _UpperCAmelCase							:  List[str]											=    initializer_range


