
import argparse
import json
import math
import os
import time
import traceback
import zipfile
from collections import Counter

import requests


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase=None	) ->						Dict:
    __lowercase		:			List[Any]	    =       None
    if token is not None:
        __lowercase		:			List[Any]	    =       {'''Accept''': '''application/vnd.github+json''', '''Authorization''': F'Bearer {token}'}

    __lowercase		:			List[str]	    =       F'https://api.github.com/repos/huggingface/transformers/actions/runs/{workflow_run_id}/jobs?per_page=100'
    __lowercase		:			Any	    =       requests.get(__lowerCAmelCase	,					headers=__lowerCAmelCase	).json()
    __lowercase		:			int	    =       {}

    try:
        job_links.update({job['''name''']: job['''html_url'''] for job in result['''jobs''']}	)
        __lowercase		:			Optional[Any]	    =       math.ceil((result['''total_count'''] - 100) / 100	)

        for i in range(__lowerCAmelCase	):
            __lowercase		:			Tuple	    =       requests.get(url + F'&page={i + 2}'	,					headers=__lowerCAmelCase	).json()
            job_links.update({job['''name''']: job['''html_url'''] for job in result['''jobs''']}	)

        return job_links
    except Exception:
        print(F'Unknown error, could not fetch links:\n{traceback.format_exc()}'	)

    return {}


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase=None	) ->						Dict:
    __lowercase		:			List[str]	    =       None
    if token is not None:
        __lowercase		:			Union[str, Any]	    =       {'''Accept''': '''application/vnd.github+json''', '''Authorization''': F'Bearer {token}'}

    __lowercase		:			Union[str, Any]	    =       F'https://api.github.com/repos/huggingface/transformers/actions/runs/{worflow_run_id}/artifacts?per_page=100'
    __lowercase		:			Any	    =       requests.get(__lowerCAmelCase	,					headers=__lowerCAmelCase	).json()
    __lowercase		:			Optional[Any]	    =       {}

    try:
        artifacts.update({artifact['''name''']: artifact['''archive_download_url'''] for artifact in result['''artifacts''']}	)
        __lowercase		:			str	    =       math.ceil((result['''total_count'''] - 100) / 100	)

        for i in range(__lowerCAmelCase	):
            __lowercase		:			Any	    =       requests.get(url + F'&page={i + 2}'	,					headers=__lowerCAmelCase	).json()
            artifacts.update({artifact['''name''']: artifact['''archive_download_url'''] for artifact in result['''artifacts''']}	)

        return artifacts
    except Exception:
        print(F'Unknown error, could not fetch links:\n{traceback.format_exc()}'	)

    return {}


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase	,					__lowerCAmelCase	,					__lowerCAmelCase	) ->						Dict:
    __lowercase		:			List[str]	    =       None
    if token is not None:
        __lowercase		:			str	    =       {'''Accept''': '''application/vnd.github+json''', '''Authorization''': F'Bearer {token}'}

    __lowercase		:			Any	    =       requests.get(__lowerCAmelCase	,					headers=__lowerCAmelCase	,					allow_redirects=__lowerCAmelCase	)
    __lowercase		:			Dict	    =       result.headers['''Location''']
    __lowercase		:			int	    =       requests.get(__lowerCAmelCase	,					allow_redirects=__lowerCAmelCase	)
    __lowercase		:			int	    =       os.path.join(__lowerCAmelCase	,					F'{artifact_name}.zip'	)
    with open(__lowerCAmelCase	,					'''wb'''	) as fp:
        fp.write(response.content	)


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase=None	) ->						Union[str, Any]:
    __lowercase		:			Optional[int]	    =       []
    __lowercase		:			str	    =       []
    __lowercase		:			Union[str, Any]	    =       None

    with zipfile.ZipFile(__lowerCAmelCase	) as z:
        for filename in z.namelist():
            if not os.path.isdir(__lowerCAmelCase	):
                # read the file
                if filename in ["failures_line.txt", "summary_short.txt", "job_name.txt"]:
                    with z.open(__lowerCAmelCase	) as f:
                        for line in f:
                            __lowercase		:			Union[str, Any]	    =       line.decode('''UTF-8'''	).strip()
                            if filename == "failures_line.txt":
                                try:
                                    # `error_line` is the place where `error` occurs
                                    __lowercase		:			Any	    =       line[: line.index(''': '''	)]
                                    __lowercase		:			Optional[Any]	    =       line[line.index(''': '''	) + len(''': '''	) :]
                                    errors.append([error_line, error]	)
                                except Exception:
                                    # skip un-related lines
                                    pass
                            elif filename == "summary_short.txt" and line.startswith('''FAILED '''	):
                                # `test` is the test method that failed
                                __lowercase		:			Union[str, Any]	    =       line[len('''FAILED '''	) :]
                                failed_tests.append(__lowerCAmelCase	)
                            elif filename == "job_name.txt":
                                __lowercase		:			Any	    =       line

    if len(__lowerCAmelCase	) != len(__lowerCAmelCase	):
        raise ValueError(
            F'`errors` and `failed_tests` should have the same number of elements. Got {len(__lowerCAmelCase	)} for `errors` '
            F'and {len(__lowerCAmelCase	)} for `failed_tests` instead. The test reports in {artifact_zip_path} have some'
            ''' problem.'''	)

    __lowercase		:			Union[str, Any]	    =       None
    if job_name and job_links:
        __lowercase		:			str	    =       job_links.get(__lowerCAmelCase	,					__lowerCAmelCase	)

    # A list with elements of the form (line of error, error, failed test)
    __lowercase		:			Union[str, Any]	    =       [x + [y] + [job_link] for x, y in zip(__lowerCAmelCase	,					__lowerCAmelCase	)]

    return result


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase=None	) ->						Dict:
    __lowercase		:			int	    =       []

    __lowercase		:			Optional[int]	    =       [os.path.join(__lowerCAmelCase	,					__lowerCAmelCase	) for p in os.listdir(__lowerCAmelCase	) if p.endswith('''.zip'''	)]
    for p in paths:
        errors.extend(get_errors_from_single_artifact(__lowerCAmelCase	,					job_links=__lowerCAmelCase	)	)

    return errors


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase=None	) ->						Union[str, Any]:
    __lowercase		:			Optional[Any]	    =       Counter()
    counter.update([x[1] for x in logs]	)
    __lowercase		:			Any	    =       counter.most_common()
    __lowercase		:			List[Any]	    =       {}
    for error, count in counts:
        if error_filter is None or error not in error_filter:
            __lowercase		:			List[str]	    =       {'''count''': count, '''failed_tests''': [(x[2], x[0]) for x in logs if x[1] == error]}

    __lowercase		:			List[Any]	    =       dict(sorted(r.items()	,					key=lambda __lowerCAmelCase	: item[1]["count"]	,					reverse=__lowerCAmelCase	)	)
    return r


def     UpperCAmelCase_  (						__lowerCAmelCase	) ->						str:
    __lowercase		:			Optional[Any]	    =       test.split('''::'''	)[0]
    if test.startswith('''tests/models/'''	):
        __lowercase		:			Union[str, Any]	    =       test.split('''/'''	)[2]
    else:
        __lowercase		:			str	    =       None

    return test


def     UpperCAmelCase_  (						__lowerCAmelCase	,					__lowerCAmelCase=None	) ->						List[str]:
    __lowercase		:			Dict	    =       [(x[0], x[1], get_model(x[2]	)) for x in logs]
    __lowercase		:			Dict	    =       [x for x in logs if x[2] is not None]
    __lowercase		:			List[Any]	    =       {x[2] for x in logs}

    __lowercase		:			int	    =       {}
    for test in tests:
        __lowercase		:			Optional[Any]	    =       Counter()
        # count by errors in `test`
        counter.update([x[1] for x in logs if x[2] == test]	)
        __lowercase		:			Optional[int]	    =       counter.most_common()
        __lowercase		:			Dict	    =       {error: count for error, count in counts if (error_filter is None or error not in error_filter)}
        __lowercase		:			str	    =       sum(error_counts.values()	)
        if n_errors > 0:
            __lowercase		:			Union[str, Any]	    =       {'''count''': n_errors, '''errors''': error_counts}

    __lowercase		:			List[str]	    =       dict(sorted(r.items()	,					key=lambda __lowerCAmelCase	: item[1]["count"]	,					reverse=__lowerCAmelCase	)	)
    return r


def     UpperCAmelCase_  (						__lowerCAmelCase	) ->						List[str]:
    __lowercase		:			Optional[int]	    =       '''| no. | error | status |'''
    __lowercase		:			Tuple	    =       '''|-:|:-|:-|'''
    __lowercase		:			int	    =       [header, sep]
    for error in reduced_by_error:
        __lowercase		:			int	    =       reduced_by_error[error]['''count''']
        __lowercase		:			List[str]	    =       F'| {count} | {error[:100]} |  |'
        lines.append(__lowerCAmelCase	)

    return "\n".join(__lowerCAmelCase	)


def     UpperCAmelCase_  (						__lowerCAmelCase	) ->						Union[str, Any]:
    __lowercase		:			Optional[int]	    =       '''| model | no. of errors | major error | count |'''
    __lowercase		:			List[str]	    =       '''|-:|-:|-:|-:|'''
    __lowercase		:			Any	    =       [header, sep]
    for model in reduced_by_model:
        __lowercase		:			int	    =       reduced_by_model[model]['''count''']
        __lowercase    ,      __lowercase		:			Union[str, Any]	    =       list(reduced_by_model[model]['''errors'''].items()	)[0]
        __lowercase		:			List[Any]	    =       F'| {model} | {count} | {error[:60]} | {_count} |'
        lines.append(__lowerCAmelCase	)

    return "\n".join(__lowerCAmelCase	)


if __name__ == "__main__":
 __lowerCAmelCase					:			str			      =		argparse.ArgumentParser()
 # Required parameters
 parser.add_argument("--workflow_run_id", type=str, required=True, help="A GitHub Actions workflow run id.")
 parser.add_argument(
     "--output_dir",
     type=str,
     required=True,
     help="Where to store the downloaded artifacts and other result files.",
 )
 parser.add_argument("--token", default=None, type=str, help="A token that has actions:read permission.")
 __lowerCAmelCase					:			List[str]			      =		parser.parse_args()

 os.makedirs(args.output_dir, exist_ok=True)

 __lowerCAmelCase					:			Tuple			      =		get_job_links(args.workflow_run_id, token=args.token)
 __lowerCAmelCase					:			int			      =		{}
 # To deal with `workflow_call` event, where a job name is the combination of the job names in the caller and callee.
 # For example, `PyTorch 1.11 / Model tests (models/albert, single-gpu)`.
 if _job_links:
  for k, v in _job_links.items():
   # This is how GitHub actions combine job names.
   if " / " in k:
    __lowerCAmelCase					:			Optional[Any]			      =		k.find(" / ")
    __lowerCAmelCase					:			List[str]			      =		k[index + len(" / ") :]
   __lowerCAmelCase					:			Any			      =		v
 with open(os.path.join(args.output_dir, "job_links.json"), "w", encoding="UTF-8") as fp:
  json.dump(job_links, fp, ensure_ascii=False, indent=4)

 __lowerCAmelCase					:			Optional[int]			      =		get_artifacts_links(args.workflow_run_id, token=args.token)
 with open(os.path.join(args.output_dir, "artifacts.json"), "w", encoding="UTF-8") as fp:
  json.dump(artifacts, fp, ensure_ascii=False, indent=4)

 for idx, (name, url) in enumerate(artifacts.items()):
  download_artifact(name, url, args.output_dir, args.token)
  # Be gentle to GitHub
  time.sleep(1)

 __lowerCAmelCase					:			Dict			      =		get_all_errors(args.output_dir, job_links=job_links)

 # `e[1]` is the error
 __lowerCAmelCase					:			Union[str, Any]			      =		Counter()
 counter.update([e[1] for e in errors])

 # print the top 30 most common test errors
 __lowerCAmelCase					:			List[Any]			      =		counter.most_common(30)
 for item in most_common:
  print(item)

 with open(os.path.join(args.output_dir, "errors.json"), "w", encoding="UTF-8") as fp:
  json.dump(errors, fp, ensure_ascii=False, indent=4)

 __lowerCAmelCase					:			Any			      =		reduce_by_error(errors)
 __lowerCAmelCase					:			str			      =		reduce_by_model(errors)

 __lowerCAmelCase					:			Optional[Any]			      =		make_github_table(reduced_by_error)
 __lowerCAmelCase					:			str			      =		make_github_table_per_model(reduced_by_model)

 with open(os.path.join(args.output_dir, "reduced_by_error.txt"), "w", encoding="UTF-8") as fp:
  fp.write(sa)
 with open(os.path.join(args.output_dir, "reduced_by_model.txt"), "w", encoding="UTF-8") as fp:
  fp.write(sa)




def     UpperCAmelCase_  (						__lowerCAmelCase	) ->						int:

    if not isinstance(__lowerCAmelCase	,					__lowerCAmelCase	):
        raise ValueError('''multiplicative_persistence() only accepts integral values'''	)
    if num < 0:
        raise ValueError('''multiplicative_persistence() does not accept negative values'''	)

    __lowercase		:			Dict	    =       0
    __lowercase		:			Optional[int]	    =       str(__lowerCAmelCase	)

    while len(__lowerCAmelCase	) != 1:
        __lowercase		:			str	    =       [int(__lowerCAmelCase	) for i in num_string]

        __lowercase		:			Union[str, Any]	    =       1
        for i in range(0	,					len(__lowerCAmelCase	)	):
            total *= numbers[i]

        __lowercase		:			Any	    =       str(__lowerCAmelCase	)

        steps += 1
    return steps


def     UpperCAmelCase_  (						__lowerCAmelCase	) ->						int:

    if not isinstance(__lowerCAmelCase	,					__lowerCAmelCase	):
        raise ValueError('''additive_persistence() only accepts integral values'''	)
    if num < 0:
        raise ValueError('''additive_persistence() does not accept negative values'''	)

    __lowercase		:			Any	    =       0
    __lowercase		:			Union[str, Any]	    =       str(__lowerCAmelCase	)

    while len(__lowerCAmelCase	) != 1:
        __lowercase		:			List[str]	    =       [int(__lowerCAmelCase	) for i in num_string]

        __lowercase		:			Tuple	    =       0
        for i in range(0	,					len(__lowerCAmelCase	)	):
            total += numbers[i]

        __lowercase		:			List[str]	    =       str(__lowerCAmelCase	)

        steps += 1
    return steps


if __name__ == "__main__":
 import doctest

 doctest.testmod()


