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

import requests






def 		_UpperCAmelCase (						UpperCamelCase:  List[Any]      ,				UpperCamelCase:  Optional[Any]=None	):






	"""simple docstring"""


	__lowerCAmelCase    =				None
	if token is not None:
		__lowerCAmelCase    =				{"Accept": "application/vnd.github+json", "Authorization": F"Bearer {token}"}

	__lowerCAmelCase    =				F"https://api.github.com/repos/huggingface/transformers/actions/runs/{workflow_run_id}/jobs?per_page=100"
	__lowerCAmelCase    =				requests.get(UpperCamelCase_      ,				headers=UpperCamelCase_	).json()
	__lowerCAmelCase    =				{}

	try:
		job_links.update({job["name"]: job["html_url"] for job in result["jobs"]}	)
		__lowerCAmelCase    =				math.ceil((result["total_count"] - 1_0_0) / 1_0_0	)

		for i in range(UpperCamelCase_	):
			__lowerCAmelCase    =				requests.get(url + F"&page={i + 2}"      ,				headers=UpperCamelCase_	).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 (						UpperCamelCase:  Optional[int]      ,				UpperCamelCase:  Union[str, Any]=None	):






	"""simple docstring"""


	__lowerCAmelCase    =				None
	if token is not None:
		__lowerCAmelCase    =				{"Accept": "application/vnd.github+json", "Authorization": F"Bearer {token}"}

	__lowerCAmelCase    =				F"https://api.github.com/repos/huggingface/transformers/actions/runs/{worflow_run_id}/artifacts?per_page=100"
	__lowerCAmelCase    =				requests.get(UpperCamelCase_      ,				headers=UpperCamelCase_	).json()
	__lowerCAmelCase    =				{}

	try:
		artifacts.update({artifact["name"]: artifact["archive_download_url"] for artifact in result["artifacts"]}	)
		__lowerCAmelCase    =				math.ceil((result["total_count"] - 1_0_0) / 1_0_0	)

		for i in range(UpperCamelCase_	):
			__lowerCAmelCase    =				requests.get(url + F"&page={i + 2}"      ,				headers=UpperCamelCase_	).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 (						UpperCamelCase:  int      ,				UpperCamelCase:  Dict      ,				UpperCamelCase:  List[Any]      ,				UpperCamelCase:  List[str]	):






	"""simple docstring"""


	__lowerCAmelCase    =				None
	if token is not None:
		__lowerCAmelCase    =				{"Accept": "application/vnd.github+json", "Authorization": F"Bearer {token}"}

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






def 		_UpperCAmelCase (						UpperCamelCase:  Union[str, Any]      ,				UpperCamelCase:  List[Any]=None	):






	"""simple docstring"""


	__lowerCAmelCase    =				[]
	__lowerCAmelCase    =				[]
	__lowerCAmelCase    =				None

	with zipfile.ZipFile(UpperCamelCase_	) as z:
		for filename in z.namelist():
			if not os.path.isdir(UpperCamelCase_	):
				# read the file
				if filename in ["failures_line.txt", "summary_short.txt", "job_name.txt"]:
					with z.open(UpperCamelCase_	) as f:
						for line in f:
							__lowerCAmelCase    =				line.decode("UTF-8"	).strip()
							if filename == "failures_line.txt":
								try:
									# `error_line` is the place where `error` occurs
									__lowerCAmelCase    =				line[: line.index(": "	)]
									__lowerCAmelCase    =				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
								__lowerCAmelCase    =				line[len("FAILED "	) :]
								failed_tests.append(UpperCamelCase_	)
							elif filename == "job_name.txt":
								__lowerCAmelCase    =				line

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

	__lowerCAmelCase    =				None
	if job_name and job_links:
		__lowerCAmelCase    =				job_links.get(UpperCamelCase_      ,				UpperCamelCase_	)

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

	return result






def 		_UpperCAmelCase (						UpperCamelCase:  Any      ,				UpperCamelCase:  Tuple=None	):






	"""simple docstring"""


	__lowerCAmelCase    =				[]

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

	return errors






def 		_UpperCAmelCase (						UpperCamelCase:  Tuple      ,				UpperCamelCase:  List[str]=None	):






	"""simple docstring"""


	__lowerCAmelCase    =				Counter()
	counter.update([x[1] for x in logs]	)
	__lowerCAmelCase    =				counter.most_common()
	__lowerCAmelCase    =				{}
	for error, count in counts:
		if error_filter is None or error not in error_filter:
			__lowerCAmelCase    =				{"count": count, "failed_tests": [(x[2], x[0]) for x in logs if x[1] == error]}

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






def 		_UpperCAmelCase (						UpperCamelCase:  Optional[int]	):






	"""simple docstring"""


	__lowerCAmelCase    =				test.split("::"	)[0]
	if test.startswith("tests/models/"	):
		__lowerCAmelCase    =				test.split("/"	)[2]
	else:
		__lowerCAmelCase    =				None

	return test






def 		_UpperCAmelCase (						UpperCamelCase:  Union[str, Any]      ,				UpperCamelCase:  Tuple=None	):






	"""simple docstring"""


	__lowerCAmelCase    =				[(x[0], x[1], get_model(x[2]	)) for x in logs]
	__lowerCAmelCase    =				[x for x in logs if x[2] is not None]
	__lowerCAmelCase    =				{x[2] for x in logs}

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

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






def 		_UpperCAmelCase (						UpperCamelCase:  Optional[int]	):






	"""simple docstring"""


	__lowerCAmelCase    =				"| no. | error | status |"
	__lowerCAmelCase    =				"|-:|:-|:-|"
	__lowerCAmelCase    =				[header, sep]
	for error in reduced_by_error:
		__lowerCAmelCase    =				reduced_by_error[error]["count"]
		__lowerCAmelCase    =				F"| {count} | {error[:1_0_0]} |  |"
		lines.append(UpperCamelCase_	)

	return "\n".join(UpperCamelCase_	)






def 		_UpperCAmelCase (						UpperCamelCase:  int	):






	"""simple docstring"""


	__lowerCAmelCase    =				"| model | no. of errors | major error | count |"
	__lowerCAmelCase    =				"|-:|-:|-:|-:|"
	__lowerCAmelCase    =				[header, sep]
	for model in reduced_by_model:
		__lowerCAmelCase    =				reduced_by_model[model]["count"]
		__lowerCAmelCase ,    __lowerCAmelCase    =				list(reduced_by_model[model]["errors"].items()	)[0]
		__lowerCAmelCase    =				F"| {model} | {count} | {error[:6_0]} | {_count} |"
		lines.append(UpperCamelCase_	)

	return "\n".join(UpperCamelCase_	)


if __name__ == "__main__":
					UpperCamelCase_ 						=						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.")
					UpperCamelCase_ 						=						parser.parse_args()

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

					UpperCamelCase_ 						=						get_job_links(args.workflow_run_id, token=args.token)
					UpperCamelCase_ 						=						{}
					# 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:
																				UpperCamelCase_ 						=						k.find(" / ")
																				UpperCamelCase_ 						=						k[index + len(" / ") :]
															UpperCamelCase_ 						=						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)

					UpperCamelCase_ 						=						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)

					UpperCamelCase_ 						=						get_all_errors(args.output_dir, job_links=job_links)

					# `e[1]` is the error
					UpperCamelCase_ 						=						Counter()
					counter.update([e[1] for e in errors])

					# print the top 30 most common test errors
					UpperCamelCase_ 						=						counter.most_common(3_0)
					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)

					UpperCamelCase_ 						=						reduce_by_error(errors)
					UpperCamelCase_ 						=						reduce_by_model(errors)

					UpperCamelCase_ 						=						make_github_table(reduced_by_error)
					UpperCamelCase_ 						=						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)










'''simple docstring'''
import unittest

from transformers import load_tool

from .test_tools_common import ToolTesterMixin






class 					__lowerCAmelCase   (   unittest.TestCase				,			lowercase						):

						"""simple docstring"""






						def 				_UpperCAmelCase       (  self							:      List[str]	):
													A_			    =		load_tool("text-classification"	)
													self.tool.setup()
													A_			    =		load_tool("text-classification" ,  remote=lowerCAmelCase	)






						def 				_UpperCAmelCase       (  self							:      Union[str, Any]	):
													A_			    =		self.tool("That's quite cool" ,  ["positive", "negative"]	)
													self.assertEqual(lowerCAmelCase ,  "positive"	)






						def 				_UpperCAmelCase       (  self							:      str	):
													A_			    =		self.remote_tool("That's quite cool" ,  ["positive", "negative"]	)
													self.assertEqual(lowerCAmelCase ,  "positive"	)






						def 				_UpperCAmelCase       (  self							:      str	):
													A_			    =		self.tool(text="That's quite cool" ,  labels=["positive", "negative"]	)
													self.assertEqual(lowerCAmelCase ,  "positive"	)






						def 				_UpperCAmelCase       (  self							:      List[Any]	):
													A_			    =		self.remote_tool(text="That's quite cool" ,  labels=["positive", "negative"]	)
													self.assertEqual(lowerCAmelCase ,  "positive"	)





