





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

from tabulate import DataRow, TableFormat, tabulate


UpperCAmelCase_							=				TableFormat(
    lineabove=None,
    linebelowheader=None,
    linebetweenrows=None,
    linebelow=None,
    headerrow=DataRow("""""", """|""", """|"""),
    datarow=DataRow("""""", """|""", """|"""),
    padding=1,
    with_header_hide=None,
)


UpperCAmelCase_							=				[]
UpperCAmelCase_							=				[]

UpperCAmelCase_							=				{"""type""": """section""", """text""": {"""type""": """plain_text""", """text""": """No failed tests! 🤗""", """emoji""": True}}

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

UpperCAmelCase_							=				0
for log in Path().glob("""*.log"""):
							UpperCAmelCase_							=				0
							with open(log, """r""") as f:
														for line in f:
																					UpperCAmelCase_							=				json.loads(line)
																					if line.get("""nodeid""", """""") != "":
																												UpperCAmelCase_							=				line["""nodeid"""]
																												if line.get("""duration""", None) is not None:
																																			UpperCAmelCase_							=				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])
							UpperCAmelCase_							=				[]
							log.unlink()

UpperCAmelCase_							=				""""""
UpperCAmelCase_							=				[]
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"
																					UpperCAmelCase_							=				[]
																					UpperCAmelCase_							=				{}
																					for test in failed_tests:
																												UpperCAmelCase_							=				test[0].split("""::""")
																												UpperCAmelCase_							=				data[0].split("""/""")[-1]
																												if data[0] not in filesafailed:
																																			UpperCAmelCase_							=				[data[1:]]
																												else:
																																			filesafailed[data[0]] += [data[1:]]
																												failed_table.append(data)

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

																					UpperCAmelCase_							=				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_000:
														UpperCAmelCase_							=				"""Too many failed tests, please see the full report in the Action results."""
														UpperCAmelCase_							=				len(err) + 10
														UpperCAmelCase_							=				message[: 3_000 - offset] + F'''\n...\n```\n{err}'''
							print(F'''### {message}''')
else:
							UpperCAmelCase_							=				"""No failed tests! 🤗"""
							print(F'''## {message}''')
							payload.append(no_error_payload)

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

							UpperCAmelCase_							=				WebClient(token=os.environ["""SLACK_API_TOKEN"""])
							if message != "No failed tests! 🤗":
														UpperCAmelCase_							=				{
														    """type""": """section""",
														    """text""": {
														        """type""": """mrkdwn""",
														        """text""": message,
														    },
														}
														payload.append(md_report)
														UpperCAmelCase_							=				{
														    """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)
														UpperCAmelCase_							=				{
														    """type""": """context""",
														    """elements""": [
														        {
														            """type""": """plain_text""",
														            """text""": F'''Nightly {os.environ.get("TEST_TYPE")} test results for {date.today()}''',
														        }
														    ],
														}
														payload.append(date_report)
							UpperCAmelCase_							=				client.chat_postMessage(channel="""#accelerate-ci-daily""", text=message, blocks=payload)
							UpperCAmelCase_							=				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
																					UpperCAmelCase_							=				""""""
																					for i, row in enumerate(test_failures):
																												if row[0] != test_class:
																																			UpperCAmelCase_							=				row[0]
																												else:
																																			UpperCAmelCase_							=				""""""

																					UpperCAmelCase_							=				{
																					    """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],
																					)






from __future__ import annotations

import numpy as np
from numpy import floataa
from numpy.typing import NDArray





def  __magic_name__  (				lowercase				,       lowercase				,       lowercase				,       lowercase				,       )				-> list[float]:

							"""simple docstring"""



							lowercase_				,		lowercase_	:   List[str]  				=     coefficient_matrix.shape
							lowercase_				,		lowercase_	:   Any  				=     constant_matrix.shape

							if rowsa != colsa:
														lowercase_	:   List[Any]  				=     f"""Coefficient matrix dimensions must be nxn but received {rowsa}x{colsa}"""
														raise ValueError(lowercase				)

							if colsa != 1:
														lowercase_	:   Optional[int]  				=     f"""Constant matrix must be nx1 but received {rowsa}x{colsa}"""
														raise ValueError(lowercase				)

							if rowsa != rowsa:
														lowercase_	:   Tuple  				=     (
														    """Coefficient and constant matrices dimensions must be nxn and nx1 but """
														    f"""received {rowsa}x{colsa} and {rowsa}x{colsa}"""
														)
														raise ValueError(lowercase				)

							if len(lowercase				) != rowsa:
														lowercase_	:   int  				=     (
														    """Number of initial values must be equal to number of rows in coefficient """
														    f"""matrix but received {len(lowercase				)} and {rowsa}"""
														)
														raise ValueError(lowercase				)

							if iterations <= 0:
														raise ValueError("""Iterations must be at least 1"""				)

							lowercase_	:   NDArray[floataa]  				=     np.concatenate(
							    (coefficient_matrix, constant_matrix)				,       axis=1				)

							lowercase_				,		lowercase_	:   Dict  				=     table.shape

							strictly_diagonally_dominant(lowercase				)

							# Iterates the whole matrix for given number of times
							for _ in range(lowercase				):
														lowercase_	:   str  				=     []
														for row in range(lowercase				):
																					lowercase_	:   Dict  				=     0
																					for col in range(lowercase				):
																												if col == row:
																																			lowercase_	:   Optional[Any]  				=     table[row][col]
																												elif col == cols - 1:
																																			lowercase_	:   Tuple  				=     table[row][col]
																												else:
																																			temp += (-1) * table[row][col] * init_val[col]
																					lowercase_	:   List[Any]  				=     (temp + val) / denom
																					new_val.append(lowercase				)
														lowercase_	:   Optional[int]  				=     new_val

							return [float(lowercase				) for i in new_val]





def  __magic_name__  (				lowercase				)				-> bool:

							"""simple docstring"""



							lowercase_				,		lowercase_	:   str  				=     table.shape

							lowercase_	:   str  				=     True

							for i in range(0				,       lowercase				):
														lowercase_	:   Any  				=     0
														for j in range(0				,       cols - 1				):
																					if i == j:
																												continue
																					else:
																												total += table[i][j]

														if table[i][i] <= total:
																					raise ValueError("""Coefficient matrix is not strictly diagonally dominant"""				)

							return is_diagonally_dominant


# Test Cases
if __name__ == "__main__":
							import doctest

							doctest.testmod()