

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


a		=WebClient(token=os.environ["""CI_SLACK_BOT_TOKEN"""])






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__			)  ->     Dict:
	__lowerCamelCase				:				List[str]					       = test_results.split(' '			)

	__lowerCamelCase				:				Any					       = 0
	__lowerCamelCase				:				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.
	__lowerCamelCase				:				Dict					       = 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    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__			)  ->     Dict:
	__lowerCamelCase				:				Optional[Any]					       = {}
	__lowerCamelCase				:				List[str]					       = None
	__lowerCamelCase				:				Union[str, Any]					       = False
	for line in failures_short_lines.split('\n'			):
		if re.search(R'_ \[doctest\]'	, lowerCamelCase__			):
			__lowerCamelCase				:				int					       = True
			__lowerCamelCase				:				int					       = line.split(' '			)[2]
		elif in_error and not line.split(' '			)[0].isdigit():
			__lowerCamelCase				:				Any					       = line
			__lowerCamelCase				:				str					       = False

	return failures






class        A_		:
							def __init__(		self		:			List[Any]   ,SCREAMING_SNAKE_CASE__		:			Any   ,SCREAMING_SNAKE_CASE__		:			List[Any]):
								__lowerCamelCase				:				Dict					       = title

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

								# Failures and success of the modeling tests
								__lowerCamelCase				:				Tuple					       = doc_test_results
							@property
							def     lowerCAmelCase     (		self		:			List[str]):
								__lowerCamelCase				:				Union[str, Any]					       = [self._time_spent]
								__lowerCamelCase				:				Optional[Any]					       = 0

								for time in time_spent:
									__lowerCamelCase				:				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(lowerCAmelCase__) == 1:
										__lowerCamelCase				:				Dict					       = [0, 0, time_parts[0]]

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

								__lowerCamelCase       , __lowerCamelCase       , __lowerCamelCase				:				int					       = total_secs // 3_6_0_0, (total_secs % 3_6_0_0) // 6_0, total_secs % 6_0
								return F"{int(lowerCAmelCase__)}h{int(lowerCAmelCase__)}m{int(lowerCAmelCase__)}s"
							@property
							def     lowerCAmelCase     (		self		:			Optional[int]):
								return {"type": "header", "text": {"type": "plain_text", "text": self.title}}
							@property
							def     lowerCAmelCase     (		self		:			Any):
								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		:			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     lowerCAmelCase     (		self		:			Union[str, Any]):
								__lowerCamelCase				:				Any					       = 4_0
								__lowerCamelCase				:				List[str]					       = {k: v['failed'] for k, v in doc_test_results.items() if isinstance(lowerCAmelCase__   ,lowerCAmelCase__)}

								__lowerCamelCase				:				Optional[int]					       = ''
								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     lowerCAmelCase     (		self		:			Optional[Any]):
								__lowerCamelCase				:				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(lowerCAmelCase__)
							@staticmethod
							def     lowerCAmelCase     (		):
								__lowerCamelCase				:				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(lowerCAmelCase__)}))

								client.chat_postMessage(
								    channel=os.environ['CI_SLACK_CHANNEL_ID_DAILY']   ,text='There was an issue running the tests.'   ,blocks=lowerCAmelCase__   ,)
							def     lowerCAmelCase     (		self		:			int):
								print('Sending the following payload')
								print(json.dumps({'blocks': json.loads(self.payload)}))

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

								__lowerCamelCase				:				List[Any]					       = client.chat_postMessage(
								    channel=os.environ['CI_SLACK_CHANNEL_ID_DAILY']   ,blocks=self.payload   ,text=lowerCAmelCase__   ,)
							def     lowerCAmelCase     (		self		:			Tuple   ,SCREAMING_SNAKE_CASE__		:			Optional[int]   ,SCREAMING_SNAKE_CASE__		:			List[Any]   ,SCREAMING_SNAKE_CASE__		:			Optional[int]   ,SCREAMING_SNAKE_CASE__		:			int):
								__lowerCamelCase				:				List[str]					       = ''
								for key, value in failures.items():
									__lowerCamelCase				:				List[Any]					       = value[:2_0_0] + ' [Truncated]' if len(lowerCAmelCase__) > 2_5_0 else value
									failures_text += F"*{key}*\n_{value}_\n\n"

								__lowerCamelCase				:				Optional[Any]					       = job_name
								__lowerCamelCase				:				Union[str, Any]					       = {'type': 'section', 'text': {'type': 'mrkdwn', 'text': text}}

								if job_link is not None:
									__lowerCamelCase				:				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     lowerCAmelCase     (		self		:			Dict):


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

								__lowerCamelCase				:				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')

								__lowerCamelCase				:				List[str]					       = 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				:				List[Any]					       = F"*Num failures* :{len(job_result['failed'])} \n"
										__lowerCamelCase				:				int					       = job_result['failures']
										__lowerCamelCase				:				Dict					       = 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    SCREAMING_SNAKE_CASE__       (  )  ->     Any:
	__lowerCamelCase				:				str					       = os.environ['GITHUB_RUN_ID']
	__lowerCamelCase				:				Union[str, Any]					       = F"https://api.github.com/repos/huggingface/transformers/actions/runs/{run_id}/jobs?per_page=100"
	__lowerCamelCase				:				List[Any]					       = requests.get(lowerCamelCase__			).json()
	__lowerCamelCase				:				Dict					       = {}

	try:
		jobs.update({job['name']: job['html_url'] for job in result['jobs']}			)
		__lowerCamelCase				:				List[Any]					       = math.ceil((result['total_count'] - 1_0_0) / 1_0_0			)

		for i in range(lowerCamelCase__			):
			__lowerCamelCase				:				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    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__			)  ->     Any:
	__lowerCamelCase				:				Optional[int]					       = {}

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

	return _artifact






def    SCREAMING_SNAKE_CASE__       (  )  ->     str:






	class        A_		:
								def __init__(		self		:			Tuple   ,SCREAMING_SNAKE_CASE__		:			List[Any]):
									__lowerCamelCase				:				int					       = name
									__lowerCamelCase				:				Any					       = []
								def __str__(		self		:			List[str]):
									return self.name


								def     lowerCAmelCase     (		self		:			Optional[Any]   ,SCREAMING_SNAKE_CASE__		:			Optional[Any]):
									self.paths.append({'name': self.name, 'path': path})
	__lowerCamelCase				:				Dict					       = {}

	__lowerCamelCase				:				str					       = filter(os.path.isdir	, os.listdir()			)
	for directory in directories:
		__lowerCamelCase				:				Optional[int]					       = directory
		if artifact_name not in _available_artifacts:
			__lowerCamelCase				:				Optional[Any]					       = Artifact(lowerCamelCase__			)

			_available_artifacts[artifact_name].add_path(lowerCamelCase__			)

	return _available_artifacts


if __name__ == "__main__":
					a		=get_job_links()
					a		=retrieve_available_artifacts()

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

					# Link to the GitHub Action job
					a		=github_actions_job_links.get("""run_doctests""")

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

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

																				if "::" in line:
																									a		=line.split("""::""")
																				else:
																									a		=line, line

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

																														a		=all_failures[test] if test in all_failures else """N/A"""
																														a		=failure
																														break

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





import copy

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ..auto import CONFIG_MAPPING


__a  :     int       =  logging.get_logger(__name__)

__a  :     str       =  {
    """ut/deta""": """https://huggingface.co/ut/deta/resolve/main/config.json""",
}




class    _UpperCamelCase      (						_UpperCAmelCase ):


			"""simple docstring"""






			__a  : Optional[int]			 =						'''deta'''
			__a  : Optional[int]			 =						{
			    '''hidden_size''': '''d_model''',
			    '''num_attention_heads''': '''encoder_attention_heads''',
			}





			def __init__(   self      ,   lowerCAmelCase__=None      ,   lowerCAmelCase__=9_00      ,   lowerCAmelCase__=20_48      ,   lowerCAmelCase__=6      ,   lowerCAmelCase__=20_48      ,   lowerCAmelCase__=8      ,   lowerCAmelCase__=6      ,   lowerCAmelCase__=10_24      ,   lowerCAmelCase__=8      ,   lowerCAmelCase__=0.0      ,   lowerCAmelCase__=True      ,   lowerCAmelCase__="relu"      ,   lowerCAmelCase__=2_56      ,   lowerCAmelCase__=0.1      ,   lowerCAmelCase__=0.0      ,   lowerCAmelCase__=0.0      ,   lowerCAmelCase__=0.02      ,   lowerCAmelCase__=1.0      ,   lowerCAmelCase__=True      ,   lowerCAmelCase__=False      ,   lowerCAmelCase__="sine"      ,   lowerCAmelCase__=5      ,   lowerCAmelCase__=4      ,   lowerCAmelCase__=4      ,   lowerCAmelCase__=True      ,   lowerCAmelCase__=3_00      ,   lowerCAmelCase__=True      ,   lowerCAmelCase__=True      ,   lowerCAmelCase__=1      ,   lowerCAmelCase__=5      ,   lowerCAmelCase__=2      ,   lowerCAmelCase__=1      ,   lowerCAmelCase__=1      ,   lowerCAmelCase__=5      ,   lowerCAmelCase__=2      ,   lowerCAmelCase__=0.1      ,   lowerCAmelCase__=0.25      ,   **lowerCAmelCase__      ,   )     ->					List[Any]:

							'''simple docstring'''


							if backbone_config is None:
											logger.info('''`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone.'''						)
											__lowercase 			=							CONFIG_MAPPING['''resnet'''](out_features=['''stage2''', '''stage3''', '''stage4''']						)
							else:
											if isinstance(lowerCAmelCase__      ,   lowerCAmelCase__						):
															__lowercase 			=							backbone_config.pop('''model_type'''						)
															__lowercase 			=							CONFIG_MAPPING[backbone_model_type]
															__lowercase 			=							config_class.from_dict(lowerCAmelCase__						)

							__lowercase 			=							backbone_config
							__lowercase 			=							num_queries
							__lowercase 			=							max_position_embeddings
							__lowercase 			=							d_model
							__lowercase 			=							encoder_ffn_dim
							__lowercase 			=							encoder_layers
							__lowercase 			=							encoder_attention_heads
							__lowercase 			=							decoder_ffn_dim
							__lowercase 			=							decoder_layers
							__lowercase 			=							decoder_attention_heads
							__lowercase 			=							dropout
							__lowercase 			=							attention_dropout
							__lowercase 			=							activation_dropout
							__lowercase 			=							activation_function
							__lowercase 			=							init_std
							__lowercase 			=							init_xavier_std
							__lowercase 			=							encoder_layerdrop
							__lowercase 			=							auxiliary_loss
							__lowercase 			=							position_embedding_type
							# deformable attributes
							__lowercase 			=							num_feature_levels
							__lowercase 			=							encoder_n_points
							__lowercase 			=							decoder_n_points
							__lowercase 			=							two_stage
							__lowercase 			=							two_stage_num_proposals
							__lowercase 			=							with_box_refine
							__lowercase 			=							assign_first_stage
							if two_stage is True and with_box_refine is False:
											raise ValueError('''If two_stage is True, with_box_refine must be True.'''						)
							# Hungarian matcher
							__lowercase 			=							class_cost
							__lowercase 			=							bbox_cost
							__lowercase 			=							giou_cost
							# Loss coefficients
							__lowercase 			=							mask_loss_coefficient
							__lowercase 			=							dice_loss_coefficient
							__lowercase 			=							bbox_loss_coefficient
							__lowercase 			=							giou_loss_coefficient
							__lowercase 			=							eos_coefficient
							__lowercase 			=							focal_alpha
							super().__init__(is_encoder_decoder=lowerCAmelCase__      ,   **lowerCAmelCase__						)





			@property
			def        _SCREAMING_SNAKE_CASE			(   self						)     ->					int:

							'''simple docstring'''


							return self.encoder_attention_heads





			@property
			def        _SCREAMING_SNAKE_CASE			(   self						)     ->					int:

							'''simple docstring'''


							return self.d_model





			def        _SCREAMING_SNAKE_CASE			(   self						)     ->					List[str]:

							'''simple docstring'''


							__lowercase 			=							copy.deepcopy(self.__dict__						)
							__lowercase 			=							self.backbone_config.to_dict()
							__lowercase 			=							self.__class__.model_type
							return output