




from typing import Any




def 							_UpperCAmelCase  (UpperCamelCase_ : list      ,    UpperCamelCase_ : list      ,    UpperCamelCase_ : dict      ,    UpperCamelCase_ : dict      ,    UpperCamelCase_ : dict      ,    ):
				'''simple docstring'''
				_validation(
				    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    )
				# Creates data structures and fill initial step
				_lowerCAmelCase    :    dict										=      {}
				_lowerCAmelCase    :    dict										=      {}
				for state in states_space:
								_lowerCAmelCase    :    Union[str, Any]										=      observations_space[0]
								_lowerCAmelCase    :    Any										=      (
								    initial_probabilities[state] * emission_probabilities[state][observation]
								)
								_lowerCAmelCase    :    Optional[Any]										=      None

				# Fills the data structure with the probabilities of
				# different transitions and pointers to previous states
				for o in range(1      ,    len(UpperCamelCase_       )       ):
								_lowerCAmelCase    :    str										=      observations_space[o]
								_lowerCAmelCase    :    Tuple										=      observations_space[o - 1]
								for state in states_space:
												# Calculates the argmax for probability function
												_lowerCAmelCase    :    Any										=      """"""
												_lowerCAmelCase    :    Optional[Any]										=      -1
												for k_state in states_space:
																_lowerCAmelCase    :    int										=      (
																    probabilities[(k_state, prior_observation)]
																    * transition_probabilities[k_state][state]
																    * emission_probabilities[state][observation]
																)
																if probability > max_probability:
																				_lowerCAmelCase    :    Tuple										=      probability
																				_lowerCAmelCase    :    List[str]										=      k_state

            # Update probabilities and pointers dicts
												_lowerCAmelCase    :    Union[str, Any]										=      (
												    probabilities[(arg_max, prior_observation)]
												    * transition_probabilities[arg_max][state]
												    * emission_probabilities[state][observation]
												)

												_lowerCAmelCase    :    Optional[Any]										=      arg_max

    # The final observation
				_lowerCAmelCase    :    str										=      observations_space[len(UpperCamelCase_       ) - 1]

				# argmax for given final observation
				_lowerCAmelCase    :    int										=      """"""
				_lowerCAmelCase    :    List[str]										=      -1
				for k_state in states_space:
								_lowerCAmelCase    :    Optional[int]										=      probabilities[(k_state, final_observation)]
								if probability > max_probability:
												_lowerCAmelCase    :    List[Any]										=      probability
												_lowerCAmelCase    :    Union[str, Any]										=      k_state
				_lowerCAmelCase    :    Dict										=      arg_max

				# Process pointers backwards
				_lowerCAmelCase    :    Dict										=      last_state
				_lowerCAmelCase    :    int										=      []
				for o in range(len(UpperCamelCase_       ) - 1      ,    -1      ,    -1       ):
								result.append(UpperCamelCase_       )
								_lowerCAmelCase    :    Optional[Any]										=      pointers[previous, observations_space[o]]
				result.reverse()

				return result




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    ):
				'''simple docstring'''
				_validate_not_empty(
				    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    )
				_validate_lists(UpperCamelCase_      ,    UpperCamelCase_       )
				_validate_dicts(
				    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_       )




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    ):
				'''simple docstring'''
				if not all(
				    [
				        observations_space,
				        states_space,
				        initial_probabilities,
				        transition_probabilities,
				        emission_probabilities,
				    ]       ):
								raise ValueError("""There's an empty parameter"""       )




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any       ):
				'''simple docstring'''
				_validate_list(UpperCamelCase_      ,    """observations_space"""       )
				_validate_list(UpperCamelCase_      ,    """states_space"""       )




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : str       ):
				'''simple docstring'''
				if not isinstance(_object      ,    UpperCamelCase_       ):
								_lowerCAmelCase    :    List[Any]										=      F"{var_name} must be a list"
								raise ValueError(UpperCamelCase_       )
				else:
								for x in _object:
												if not isinstance(UpperCamelCase_      ,    UpperCamelCase_       ):
																_lowerCAmelCase    :    int										=      F"{var_name} must be a list of strings"
																raise ValueError(UpperCamelCase_       )




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    UpperCamelCase_ : Any      ,    ):
				'''simple docstring'''
				_validate_dict(UpperCamelCase_      ,    """initial_probabilities"""      ,    UpperCamelCase_       )
				_validate_nested_dict(UpperCamelCase_      ,    """transition_probabilities"""       )
				_validate_nested_dict(UpperCamelCase_      ,    """emission_probabilities"""       )




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : str       ):
				'''simple docstring'''
				_validate_dict(_object      ,    UpperCamelCase_      ,    UpperCamelCase_       )
				for x in _object.values():
								_validate_dict(UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_      ,    UpperCamelCase_       )




def 							_UpperCAmelCase  (UpperCamelCase_ : Any      ,    UpperCamelCase_ : str      ,    UpperCamelCase_ : type      ,    UpperCamelCase_ : bool = False       ):
				'''simple docstring'''
				if not isinstance(_object      ,    UpperCamelCase_       ):
								_lowerCAmelCase    :    str										=      F"{var_name} must be a dict"
								raise ValueError(UpperCamelCase_       )
				if not all(isinstance(UpperCamelCase_      ,    UpperCamelCase_       ) for x in _object       ):
								_lowerCAmelCase    :    Tuple										=      F"{var_name} all keys must be strings"
								raise ValueError(UpperCamelCase_       )
				if not all(isinstance(UpperCamelCase_      ,    UpperCamelCase_       ) for x in _object.values()       ):
								_lowerCAmelCase    :    Tuple										=      """nested dictionary """ if nested else """"""
								_lowerCAmelCase    :    List[Any]										=      F"{var_name} {nested_text}all values must be {value_type.__name__}"
								raise ValueError(UpperCamelCase_       )


if __name__ == "__main__":
	from doctest import testmod

	testmod()







import json
import os
from datetime import date
from pathlib import Path

from tabulate import DataRow, TableFormat, tabulate


_lowerCamelCase      :  Optional[Any]      						=						TableFormat(
    lineabove=None,
    linebelowheader=None,
    linebetweenrows=None,
    linebelow=None,
    headerrow=DataRow("", "|", "|"),
    datarow=DataRow("", "|", "|"),
    padding=1,
    with_header_hide=None,
)


_lowerCamelCase      :  Optional[int]      						=						[]
_lowerCamelCase      :  Tuple      						=						[]

_lowerCamelCase      :  List[str]      						=						{"type": "section", "text": {"type": "plain_text", "text": "No failed tests! 🤗", "emoji": True}}

_lowerCamelCase      :  Optional[Any]      						=						[
    {
        "type": "header",
        "text": {
            "type": "plain_text",
            "text": F'''🤗 Accelerate nightly {os.environ.get('TEST_TYPE', '')} test results''',
            "emoji": True,
        },
    }
]

_lowerCamelCase      :  str      						=						0
for log in Path().glob("*.log"):
	_lowerCamelCase      :  str      						=						0
	with open(log, "r") as f:
		for line in f:
			_lowerCamelCase      :  Optional[Any]      						=						json.loads(line)
			if line.get("nodeid", "") != "":
				_lowerCamelCase      :  str      						=						line["nodeid"]
				if line.get("duration", None) is not None:
					_lowerCamelCase      :  str      						=						F'''{line['duration']:.4f}'''
					if line.get("outcome", "") == "failed":
						section_num_failed += 1
						failed.append([test, duration, log.name.split("_")[0]])
						total_num_failed += 1
	group_info.append([str(log), section_num_failed, failed])
	_lowerCamelCase      :  Optional[int]      						=						[]
	log.unlink()

_lowerCamelCase      :  str      						=						""
_lowerCamelCase      :  Optional[Any]      						=						[]
if total_num_failed > 0:
	for name, num_failed, failed_tests in group_info:
		if num_failed > 0:
			if num_failed == 1:
				message += F"*{name[1:]}: {num_failed} failed test*\n"
			else:
				message += F"*{name[1:]}: {num_failed} failed tests*\n"
			_lowerCamelCase      :  Any      						=						[]
			_lowerCamelCase      :  Dict      						=						{}
			for test in failed_tests:
				_lowerCamelCase      :  Union[str, Any]      						=						test[0].split("::")
				_lowerCamelCase      :  str      						=						data[0].split("/")[-1]
				if data[0] not in filesafailed:
					_lowerCamelCase      :  List[str]      						=						[data[1:]]
				else:
					filesafailed[data[0]] += [data[1:]]
				failed_table.append(data)

			_lowerCamelCase      :  List[Any]      						=						[test[0] for test in failed_table]
			_lowerCamelCase      :  Optional[Any]      						=						list(set(files))
			# Count number of instances in failed_tests
			_lowerCamelCase      :  Union[str, Any]      						=						[]
			for file in individual_files:
				table.append([file, len(filesafailed[file])])

			_lowerCamelCase      :  Optional[Any]      						=						tabulate(
			    table,
			    headers=["Test Location", "Num Failed"],
			    tablefmt=hf_table_format,
			    stralign="right",
			)
			message += F"\n```\n{failed_table}\n```"
			all_filesafailed.append(filesafailed)
	if len(message) > 3_0_0_0:
		_lowerCamelCase      :  List[str]      						=						"Too many failed tests, please see the full report in the Action results."
		_lowerCamelCase      :  Tuple      						=						len(err) + 1_0
		_lowerCamelCase      :  Union[str, Any]      						=						message[: 3_0_0_0 - offset] + F'''\n...\n```\n{err}'''
	print(F'''### {message}''')
else:
	_lowerCamelCase      :  List[str]      						=						"No failed tests! 🤗"
	print(F'''## {message}''')
	payload.append(no_error_payload)

if os.environ.get("TEST_TYPE", "") != "":
	from slack_sdk import WebClient

	_lowerCamelCase      :  Optional[int]      						=						WebClient(token=os.environ["SLACK_API_TOKEN"])
	if message != "No failed tests! 🤗":
		_lowerCamelCase      :  int      						=						{
		    "type": "section",
		    "text": {
		        "type": "mrkdwn",
		        "text": message,
		    },
		}
		payload.append(md_report)
		_lowerCamelCase      :  List[Any]      						=						{
		    "type": "section",
		    "text": {
		        "type": "mrkdwn",
		        "text": "*For more details:*",
		    },
		    "accessory": {
		        "type": "button",
		        "text": {
		            "type": "plain_text",
		            "text": "Check Action results",
		            "emoji": True,
		        },
		        "url": F'''https://github.com/{os.environ['GITHUB_REPOSITORY']}/actions/runs/{os.environ['GITHUB_RUN_ID']}''',
		    },
		}
		payload.append(action_button)
		_lowerCamelCase      :  Union[str, Any]      						=						{
		    "type": "context",
		    "elements": [
		        {
		            "type": "plain_text",
		            "text": F'''Nightly {os.environ.get('TEST_TYPE')} test results for {date.today()}''',
		        }
		    ],
		}
		payload.append(date_report)
	_lowerCamelCase      :  int      						=						client.chat_postMessage(channel="#accelerate-ci-daily", text=message, blocks=payload)
	_lowerCamelCase      :  List[Any]      						=						response.data["ts"]
	for failed_file in all_filesafailed:
		for test_location, test_failures in failed_file.items():
			# Keep only the first instance of the test name
			_lowerCamelCase      :  Dict      						=						""
			for i, row in enumerate(test_failures):
				if row[0] != test_class:
					_lowerCamelCase      :  Optional[int]      						=						row[0]
				else:
					_lowerCamelCase      :  List[str]      						=						""

			_lowerCamelCase      :  int      						=						{
			    "type": "section",
			    "text": {
			        "type": "mrkdwn",
			        "text": F'''Test location: {test_location}\n```\n{tabulate(test_failures, headers=['Class', 'Test'], tablefmt=hf_table_format, stralign='right')}\n```''',
			    },
			}

			client.chat_postMessage(
			    channel="#accelerate-ci-daily",
			    thread_ts=ts,
			    blocks=[payload],
			)

