





'''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[str]												=WebClient(token=os.environ['''CI_SLACK_BOT_TOKEN'''])
def 							UpperCAmelCase_  (						__lowerCamelCase					:					Union[str, Any] ):
   lowercase_			:Tuple    			= test_results.split(" " )

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

   return failures
class       a_   :





     def __init__( self		:					Optional[Any]	,      lowercase		:					str	,      lowercase		:					Dict						):





        """simple docstring"""




        lowercase_			:List[Any]    			= title

        lowercase_			:Optional[Any]    			= doc_test_results["time_spent"].split(","						)[0]
        lowercase_			:Dict    			= doc_test_results["success"]
        lowercase_			:Tuple    			= doc_test_results["failures"]
        lowercase_			:Union[str, Any]    			= self.n_success + self.n_failures

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





     @property
     def 							lowercase__      ( self		:					Optional[Any]						):





        """simple docstring"""




        lowercase_			:Optional[Any]    			= [self._time_spent]
        lowercase_			:str    			= 0

        for time in time_spent:
           lowercase_			:Dict    			= 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(lowercase						) == 1:
              lowercase_			:List[str]    			= [0, 0, time_parts[0]]

           lowercase_			,							lowercase_			,							lowercase_			:Any    			= int(time_parts[0]						), int(time_parts[1]						), float(time_parts[2]						)
           total_secs += hours * 3_600 + minutes * 60 + seconds

        lowercase_			,							lowercase_			,							lowercase_			:str    			= total_secs // 3_600, (total_secs % 3_600) // 60, total_secs % 60
        return F'{int(lowercase						)}h{int(lowercase						)}m{int(lowercase						)}s'





     @property
     def 							lowercase__      ( self		:					Tuple						):





        """simple docstring"""




        return {"type": "header", "text": {"type": "plain_text", "text": self.title}}





     @property
     def 							lowercase__      ( self		:					Union[str, 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 							lowercase__      ( self		:					Tuple						):





        """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 							lowercase__      ( self		:					Optional[Any]						):





        """simple docstring"""




        lowercase_			:Union[str, Any]    			= 40
        lowercase_			:str    			= {k: v["failed"] for k, v in doc_test_results.items() if isinstance(lowercase	,      lowercase						)}

        lowercase_			:Optional[Any]    			= ""
        for category, failures in category_failures.items():
           if len(lowercase						) == 0:
              continue

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

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

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





     @property
     def 							lowercase__      ( self		:					Union[str, Any]						):





        """simple docstring"""




        lowercase_			:Optional[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(lowercase						)





     @staticmethod
     def 							lowercase__      ( ):





        """simple docstring"""




        lowercase_			:List[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(lowercase						)}						)						)

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





     def 							lowercase__      ( self		:					Any						):





        """simple docstring"""




        print("Sending the following payload"						)
        print(json.dumps({"blocks": json.loads(self.payload						)}						)						)

        lowercase_			:Union[str, Any]    			= 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=lowercase	,      )





     def 							lowercase__      ( self		:					int	,      lowercase		:					str	,      lowercase		:					Tuple	,      lowercase		:					str	,      lowercase		:					Union[str, Any]						):





        """simple docstring"""




        lowercase_			:str    			= ""
        for key, value in failures.items():
           lowercase_			:Any    			= value[:200] + " [Truncated]" if len(lowercase						) > 250 else value
           failures_text += F'*{key}*\n_{value}_\n\n'

        lowercase_			:str    			= job_name
        lowercase_			:int    			= {"type": "section", "text": {"type": "mrkdwn", "text": text}}

        if job_link is not None:
           lowercase_			:Dict    			= {
               "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 							lowercase__      ( self		:					List[Any]						):





        """simple docstring"""




        if self.thread_ts is None:
           raise ValueError("Can only post reply if a post has been made."						)

        lowercase_			:List[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"						)

        lowercase_			:Union[str, Any]    			= sorted(self.doc_test_results.items()	,      key=lambda lowercase						: t[0]						)
        for job, job_result in sorted_dict:
           if len(job_result["failures"]						):
              lowercase_			:Optional[int]    			= F'*Num failures* :{len(job_result["failed"]						)} \n'
              lowercase_			:Dict    			= job_result["failures"]
              lowercase_			:Optional[int]    			= self.get_reply_blocks(lowercase	,      lowercase	,      lowercase	,      text=lowercase						)

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

              time.sleep(1						)







def 							UpperCAmelCase_  (						):
   lowercase_			:Union[str, Any]    			= os.environ["GITHUB_RUN_ID"]
   lowercase_			:Tuple    			= F'https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100'
   lowercase_			:List[str]    			= requests.get(__lowerCamelCase ).json()
   lowercase_			:Tuple    			= {}

   try:
      jobs.update({job["name"]: job["html_url"] for job in result["jobs"]} )
      lowercase_			:Optional[int]    			= math.ceil((result["total_count"] - 1_00) / 1_00 )

      for i in range(__lowerCamelCase ):
         lowercase_			: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."	,__lowerCamelCase )

   return {}
def 							UpperCAmelCase_  (						__lowerCamelCase					:					str ):
   lowercase_			:str    			= {}

   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_			:Optional[int]    			= f.read()
         except UnicodeDecodeError as e:
            raise ValueError(F'Could not open {os.path.join(__lowerCamelCase	,__lowerCamelCase )}.' ) from e

   return _artifact
def 							UpperCAmelCase_  (						):
   class       a_   :





        def __init__( self		:					List[Any]	,      lowercase		:					str						):





           """simple docstring"""




           lowercase_			:Dict    			= name
           lowercase_			:Dict    			= []





        def __str__( self		:					Optional[int]						):





           """simple docstring"""




           return self.name







        def 							lowercase__      ( self		:					Optional[Any]	,      lowercase		:					str						):





           """simple docstring"""




           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_			:Union[str, Any]    			= directory
      if artifact_name not in _available_artifacts:
         lowercase_			:Optional[Any]    			= Artifact(__lowerCamelCase )

         _available_artifacts[artifact_name].add_path(__lowerCamelCase )

   return _available_artifacts


if __name__ == "__main__":
 lowerCAmelCase					:     List[str]												=get_job_links()
 lowerCAmelCase					:     Optional[int]												=retrieve_available_artifacts()

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

 # Link to the GitHub Action job
 lowerCAmelCase					:     Optional[int]												=github_actions_job_links.get('''run_doctests''')

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

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

    if "::" in line:
     lowerCAmelCase							,		lowerCAmelCase					:     str												=line.split('''::''')
    else:
     lowerCAmelCase							,		lowerCAmelCase					:     Union[str, Any]												=line, line

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

      lowerCAmelCase					:     int												=all_failures[test] if test in all_failures else '''N/A'''
      lowerCAmelCase					:     List[Any]												=failure
      break

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









'''simple docstring'''


import pytest

from datasets import inspect_metric, list_metrics, load_metric
@pytest.fixture
def 							UpperCAmelCase_  (						__lowerCamelCase					:					List[str] ):
   monkeypatch.setattr("datasets.utils.deprecation_utils._emitted_deprecation_warnings"	,set() )
@pytest.fixture
def 							UpperCAmelCase_  (						__lowerCamelCase					:					Any ):
   class       a_   :





        def __init__( self		:					int	,      lowercase		:					int						):





           """simple docstring"""




           lowercase_			:Optional[Any]    			= metric_id







   class       a_   :
        __A      =			[MetricMock(_lowerCAmelCase							) for metric_id in ["accuracy", "mse", "precision", "codeparrot/apps_metric"]]





        def 							lowercase__      ( self		:					Union[str, Any]						):





           """simple docstring"""




           return self._metrics







   monkeypatch.setattr("datasets.inspect.huggingface_hub"	,HfhMock() )


@pytest.mark.parametrize(
    "func, args"	,[(load_metric, ("metrics/mse",)), (list_metrics, ()), (inspect_metric, ("metrics/mse", "tmp_path"))] )
def 							UpperCAmelCase_  (						__lowerCamelCase					:					Union[str, Any]	,__lowerCamelCase					:					int	,__lowerCamelCase					:					Optional[int]	,__lowerCamelCase					:					Union[str, Any]	,__lowerCamelCase					:					Tuple ):
   if "tmp_path" in args:
      lowercase_			:Union[str, Any]    			= tuple(arg if arg != "tmp_path" else tmp_path for arg in args )
   with pytest.warns(__lowerCamelCase	,match="https://huggingface.co/docs/evaluate" ):
      func(*__lowerCamelCase )


