





'''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							:	int			=WebClient(token=os.environ["CI_SLACK_BOT_TOKEN"])





def 						UpperCamelCase				(							_lowerCamelCase					:					Optional[Any]       ):
    A__				=			test_results.split(" "       )

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

    return failures






class    UpperCAmelCase	:
 def __init__(				self      :Optional[int]						,       lowercase_      :str						,       lowercase_      :Dict							)->							List[str]:
     A__				=			title

     A__				=			doc_test_results["time_spent"].split(","							)[0]
     A__				=			doc_test_results["success"]
     A__				=			doc_test_results["failures"]
     A__				=			self.n_success + self.n_failures

     # Failures and success of the modeling tests
     A__				=			doc_test_results
 @property
 def      UpperCAmelCase_							(				self      :List[Any]							)->							str:
     A__				=			[self._time_spent]
     A__				=			0

     for time in time_spent:
         A__				=			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:
             A__				=			[0, 0, time_parts[0]]

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

     A__,	A__,	A__				=			total_secs // 36_00, (total_secs % 36_00) // 60, total_secs % 60
     return F"{int(lowercase_							)}h{int(lowercase_							)}m{int(lowercase_							)}s"
 @property
 def      UpperCAmelCase_							(				self      :int							)->							Dict:
     return {"type": "header", "text": {"type": "plain_text", "text": self.title}}
 @property
 def      UpperCAmelCase_							(				self      :List[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      UpperCAmelCase_							(				self      :Optional[Any]							)->							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      UpperCAmelCase_							(				self      :Dict							)->							Dict:
     A__				=			40
     A__				=			{k: v["failed"] for k, v in doc_test_results.items() if isinstance(lowercase_						,       lowercase_							)}

     A__				=			""
     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      UpperCAmelCase_							(				self      :List[str]							)->							str:
     A__				=			[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      UpperCAmelCase_							(				)->							Tuple:
     A__				=			[
         {
             "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      UpperCAmelCase_							(				self      :str							)->							Union[str, Any]:
     print("Sending the following payload"							)
     print(json.dumps({"blocks": json.loads(self.payload							)}							)							)

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

     A__				=			client.chat_postMessage(
         channel=os.environ["CI_SLACK_CHANNEL_ID_DAILY"]						,       blocks=self.payload						,       text=lowercase_						,       )
 def      UpperCAmelCase_							(				self      :Any						,       lowercase_      :Optional[int]						,       lowercase_      :List[Any]						,       lowercase_      :Union[str, Any]						,       lowercase_      :Any							)->							List[Any]:
     A__				=			""
     for key, value in failures.items():
         A__				=			value[:2_00] + " [Truncated]" if len(lowercase_							) > 2_50 else value
         failures_text += F"*{key}*\n_{value}_\n\n"

     A__				=			job_name
     A__				=			{"type": "section", "text": {"type": "mrkdwn", "text": text}}

     if job_link is not None:
         A__				=			{
             "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      UpperCAmelCase_							(				self      :List[Any]							)->							Optional[Any]:
     if self.thread_ts is None:
         raise ValueError("Can only post reply if a post has been made."							)

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

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

        for i in range(_lowerCamelCase       ):
            A__				=			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       ):
    A__				=			{}

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

    return _artifact





def 						UpperCamelCase				(							):






    class    UpperCAmelCase	:
     def __init__(				self      :int						,       lowercase_      :str							)->							Union[str, Any]:
         A__				=			name
         A__				=			[]
     def __str__(				self      :List[str]							)->							Dict:
         return self.name



     def      UpperCAmelCase_							(				self      :List[str]						,       lowercase_      :str							)->							str:
         self.paths.append({"name": self.name, "path": path}							)

    A__				=			{}

    A__				=			filter(os.path.isdir						,       os.listdir()       )
    for directory in directories:
        A__				=			directory
        if artifact_name not in _available_artifacts:
            A__				=			Artifact(_lowerCamelCase       )

            _available_artifacts[artifact_name].add_path(_lowerCamelCase       )

    return _available_artifacts


if __name__ == "__main__":
  __lowerCAmelCase							:	Union[str, Any]			=get_job_links()
  __lowerCAmelCase							:	Any			=retrieve_available_artifacts()

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

  # Link to the GitHub Action job
  __lowerCAmelCase							:	Optional[Any]			=github_actions_job_links.get("run_doctests")

  __lowerCAmelCase							:	Tuple			=available_artifacts["doc_tests_gpu_test_reports"].paths[0]
  __lowerCAmelCase							:	Optional[int]			=retrieve_artifact(artifact_path["name"])
  if "stats" in artifact:
    __lowerCAmelCase	,     __lowerCAmelCase	,     __lowerCAmelCase							:	Optional[Any]			=handle_test_results(artifact["stats"])
    __lowerCAmelCase							:	List[str]			=failed
    __lowerCAmelCase							:	Optional[int]			=success
    __lowerCAmelCase							:	Optional[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							:	Tuple			=line.replace("FAILED ", "")
        __lowerCAmelCase							:	Optional[int]			=line.split()[0].replace("\n", "")

        if "::" in line:
          __lowerCAmelCase	,     __lowerCAmelCase							:	Optional[int]			=line.split("::")
        else:
          __lowerCAmelCase	,     __lowerCAmelCase							:	List[Any]			=line, line

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

            __lowerCAmelCase							:	Union[str, Any]			=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 .integrations import (
    is_optuna_available,
    is_ray_available,
    is_sigopt_available,
    is_wandb_available,
    run_hp_search_optuna,
    run_hp_search_ray,
    run_hp_search_sigopt,
    run_hp_search_wandb,
)
from .trainer_utils import (
    HPSearchBackend,
    default_hp_space_optuna,
    default_hp_space_ray,
    default_hp_space_sigopt,
    default_hp_space_wandb,
)
from .utils import logging


__lowerCAmelCase							:	Optional[Any]			=logging.get_logger(__name__)






class    UpperCAmelCase	:
 __lowercase   		=				42
 __lowercase   		=				None
 @staticmethod
 def      UpperCAmelCase_							(				)->							Dict:
     raise NotImplementedError
 def      UpperCAmelCase_							(				self      :List[Any]						,       lowercase_      :str						,       lowercase_      :int						,       lowercase_      :str						,       **lowercase_      :Dict							)->							str:
     raise NotImplementedError
 def      UpperCAmelCase_							(				self      :Optional[int]						,       lowercase_      :int							)->							Any:
     raise NotImplementedError
 def      UpperCAmelCase_							(				self      :List[Any]							)->							Optional[Any]:
     if not self.is_available():
         raise RuntimeError(
             F"You picked the {self.name} backend, but it is not installed. Run {self.pip_install()}."							)



 @classmethod
 def      UpperCAmelCase_							(				cls      :int							)->							Any:
     return F"`pip install {cls.pip_package or cls.name}`"






class    UpperCAmelCase	(       UpperCamelCase__				):
 __lowercase   		=				"""optuna"""
 @staticmethod
 def      UpperCAmelCase_							(				)->							int:
     return is_optuna_available()
 def      UpperCAmelCase_							(				self      :List[str]						,       lowercase_      :str						,       lowercase_      :int						,       lowercase_      :str						,       **lowercase_      :List[Any]							)->							Tuple:
     return run_hp_search_optuna(lowercase_						,       lowercase_						,       lowercase_						,       **lowercase_							)



 def      UpperCAmelCase_							(				self      :str						,       lowercase_      :Optional[int]							)->							Optional[Any]:
     return default_hp_space_optuna(lowercase_							)






class    UpperCAmelCase	(       UpperCamelCase__				):
 __lowercase   		=				"""ray"""
 __lowercase   		=				"""'ray[tune]'"""
 @staticmethod
 def      UpperCAmelCase_							(				)->							str:
     return is_ray_available()
 def      UpperCAmelCase_							(				self      :int						,       lowercase_      :Dict						,       lowercase_      :int						,       lowercase_      :str						,       **lowercase_      :List[str]							)->							int:
     return run_hp_search_ray(lowercase_						,       lowercase_						,       lowercase_						,       **lowercase_							)



 def      UpperCAmelCase_							(				self      :Optional[int]						,       lowercase_      :Dict							)->							int:
     return default_hp_space_ray(lowercase_							)






class    UpperCAmelCase	(       UpperCamelCase__				):
 __lowercase   		=				"""sigopt"""
 @staticmethod
 def      UpperCAmelCase_							(				)->							Union[str, Any]:
     return is_sigopt_available()
 def      UpperCAmelCase_							(				self      :Any						,       lowercase_      :Union[str, Any]						,       lowercase_      :int						,       lowercase_      :str						,       **lowercase_      :Dict							)->							Dict:
     return run_hp_search_sigopt(lowercase_						,       lowercase_						,       lowercase_						,       **lowercase_							)



 def      UpperCAmelCase_							(				self      :Optional[int]						,       lowercase_      :Optional[int]							)->							List[str]:
     return default_hp_space_sigopt(lowercase_							)






class    UpperCAmelCase	(       UpperCamelCase__				):
 __lowercase   		=				"""wandb"""
 @staticmethod
 def      UpperCAmelCase_							(				)->							List[str]:
     return is_wandb_available()
 def      UpperCAmelCase_							(				self      :Dict						,       lowercase_      :Optional[Any]						,       lowercase_      :int						,       lowercase_      :str						,       **lowercase_      :Dict							)->							List[str]:
     return run_hp_search_wandb(lowercase_						,       lowercase_						,       lowercase_						,       **lowercase_							)



 def      UpperCAmelCase_							(				self      :Union[str, Any]						,       lowercase_      :str							)->							Dict:
     return default_hp_space_wandb(lowercase_							)

__lowerCAmelCase							:	int			={
    HPSearchBackend(backend.name): backend for backend in [OptunaBackend, RayTuneBackend, SigOptBackend, WandbBackend]
}





def 						UpperCamelCase				(							):
    A__				=			[backend for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values() if backend.is_available()]
    if len(_lowerCamelCase       ) > 0:
        A__				=			available_backends[0].name
        if len(_lowerCamelCase       ) > 1:
            logger.info(
                F"{len(_lowerCamelCase       )} hyperparameter search backends available. Using {name} as the default."       )
        return name
    raise RuntimeError(
        "No hyperparameter search backend available.\n"
        + "\n".join(
            F" - To install {backend.name} run {backend.pip_install()}"
            for backend in ALL_HYPERPARAMETER_SEARCH_BACKENDS.values()       )       )



