





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

from tabulate import DataRow, TableFormat, tabulate


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


lowerCAmelCase_						   =    []
lowerCAmelCase_						   =    []

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

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

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

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

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

                  lowerCAmelCase_						   =    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) > 3000:
            lowerCAmelCase_						   =    """Too many failed tests, please see the full report in the Action results."""
            lowerCAmelCase_						   =    len(err) + 10
            lowerCAmelCase_						   =    message[: 3000 - offset] + F"""\n...\n```\n{err}"""
      print(F"""### {message}""")
else:
      lowerCAmelCase_						   =    """No failed tests! 🤗"""
      print(F"""## {message}""")
      payload.append(no_error_payload)

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

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

                  lowerCAmelCase_						   =    {
                      """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],
                  )











import math
import random
from typing import Any

from .hill_climbing import SearchProblem


def     lowerCamelCase_	(      lowerCAmelCase:	Tuple    ,							lowerCAmelCase:	bool = True    ,							lowerCAmelCase:	float = math.inf    ,							lowerCAmelCase:	float = -math.inf    ,							lowerCAmelCase:	float = math.inf    ,							lowerCAmelCase:	float = -math.inf    ,							lowerCAmelCase:	bool = False    ,							lowerCAmelCase:	float = 1_00    ,							lowerCAmelCase:	float = 0.0_1    ,							lowerCAmelCase:	float = 1    ,							)->		Any:
  _snake_case   :				int														=	False
  _snake_case   :				Any														=	search_prob
  _snake_case   :				Tuple														=	start_temperate
  _snake_case   :				Any														=	[]
  _snake_case   :				List[str]														=	0
  _snake_case   :				Optional[Any]														=	None

  while not search_end:
    _snake_case   :				List[Any]														=	current_state.score()
    if best_state is None or current_score > best_state.score():
      _snake_case   :				Dict														=	current_state
    scores.append(lowerCAmelCase				)
    iterations += 1
    _snake_case   :				Optional[int]														=	None
    _snake_case   :				Union[str, Any]														=	current_state.get_neighbors()
    while (
        next_state is None and neighbors
    ):  # till we do not find a neighbor that we can move to
      _snake_case   :				Dict														=	random.randint(0    ,							len(lowerCAmelCase				) - 1				)  # picking a random neighbor
      _snake_case   :				int														=	neighbors.pop(lowerCAmelCase				)
      _snake_case   :				Union[str, Any]														=	picked_neighbor.score() - current_score

      if (
          picked_neighbor.x > max_x
          or picked_neighbor.x < min_x
          or picked_neighbor.y > max_y
          or picked_neighbor.y < min_y
      ):
        continue  # neighbor outside our bounds

      if not find_max:
        _snake_case   :				Union[str, Any]														=	change * -1  # in case we are finding minimum
      if change > 0:  # improves the solution
        _snake_case   :				Union[str, Any]														=	picked_neighbor
      else:
        _snake_case   :				Optional[Any]														=	(math.e) ** (
            change / current_temp
        )  # probability generation function
        if random.random() < probability:  # random number within probability
          _snake_case   :				int														=	picked_neighbor
    _snake_case   :				List[Any]														=	current_temp - (current_temp * rate_of_decrease)

    if current_temp < threshold_temp or next_state is None:
      # temperature below threshold, or could not find a suitable neighbor
      _snake_case   :				List[str]														=	True
    else:
      _snake_case   :				Union[str, Any]														=	next_state

  if visualization:
    from matplotlib import pyplot as plt

    plt.plot(range(lowerCAmelCase				)    ,							lowerCAmelCase				)
    plt.xlabel('Iterations'				)
    plt.ylabel('Function values'				)
    plt.show()
  return best_state


if __name__ == "__main__":


      def     lowerCamelCase_	(      lowerCAmelCase:	Any    ,							lowerCAmelCase:	List[Any]				)->		List[Any]:
        return (x**2) + (y**2)

      # starting the problem with initial coordinates (12, 47)
      lowerCAmelCase_						   =    SearchProblem(x=12, y=47, step_size=1, function_to_optimize=test_fa)
      lowerCAmelCase_						   =    simulated_annealing(
          prob, find_max=False, max_x=100, min_x=5, max_y=50, min_y=-5, visualization=True
      )
      print(
          """The minimum score for f(x, y) = x^2 + y^2 with the domain 100 > x > 5 """
          F"""and 50 > y > - 5 found via hill climbing: {local_min.score()}"""
      )

      # starting the problem with initial coordinates (12, 47)
      lowerCAmelCase_						   =    SearchProblem(x=12, y=47, step_size=1, function_to_optimize=test_fa)
      lowerCAmelCase_						   =    simulated_annealing(
          prob, find_max=True, max_x=100, min_x=5, max_y=50, min_y=-5, visualization=True
      )
      print(
          """The maximum score for f(x, y) = x^2 + y^2 with the domain 100 > x > 5 """
          F"""and 50 > y > - 5 found via hill climbing: {local_min.score()}"""
      )


      def     lowerCamelCase_	(      lowerCAmelCase:	Any    ,							lowerCAmelCase:	Dict				)->		Dict:
        return (3 * x**2) - (6 * y)

      lowerCAmelCase_						   =    SearchProblem(x=3, y=4, step_size=1, function_to_optimize=test_fa)
      lowerCAmelCase_						   =    simulated_annealing(prob, find_max=False, visualization=True)
      print(
          """The minimum score for f(x, y) = 3*x^2 - 6*y found via hill climbing: """
          F"""{local_min.score()}"""
      )

      lowerCAmelCase_						   =    SearchProblem(x=3, y=4, step_size=1, function_to_optimize=test_fa)
      lowerCAmelCase_						   =    simulated_annealing(prob, find_max=True, visualization=True)







      print(
          """The maximum score for f(x, y) = 3*x^2 - 6*y found via hill climbing: """
          F"""{local_min.score()}"""
      )




