


import os
import tempfile
from functools import partial
from unittest import TestCase
from unittest.mock import patch

import numpy as np
import pytest

from datasets.arrow_dataset import Dataset
from datasets.search import ElasticSearchIndex, FaissIndex, MissingIndex

from .utils import require_elasticsearch, require_faiss


A			:						Union[str, Any]        =  pytest.mark.integration



@require_faiss
class 				A       (			UpperCAmelCase__				):
					'''simple docstring'''






					def     lowerCamelCase__	(self       :		int						)		->  List[str]:




							"""simple docstring"""


							lowercase__	     =						Dataset.from_dict({"""filename""": ["""my_name-train""" + """_""" + str(_UpperCAmelCase						) for x in np.arange(30						).tolist()]}						)
							return dset

					def     lowerCamelCase__	(self       :		Union[str, Any]						)		->  Any:




							"""simple docstring"""


							import faiss

							lowercase__	     =						self._create_dummy_dataset()
							lowercase__	     =						dset.map(
							    lambda _UpperCAmelCase ,   _UpperCAmelCase						: {"vecs": i * np.ones(5 ,   dtype=np.floataa						)} ,   with_indices=_UpperCAmelCase ,   keep_in_memory=_UpperCAmelCase						)
							lowercase__	     =						dset.add_faiss_index("""vecs""" ,   batch_size=100 ,   metric_type=faiss.METRIC_INNER_PRODUCT						)
							lowercase__     ,      lowercase__	     =						dset.get_nearest_examples("""vecs""" ,   np.ones(5 ,   dtype=np.floataa						)						)
							self.assertEqual(examples["""filename"""][0] ,   """my_name-train_29"""						)
							dset.drop_index("""vecs"""						)

					def     lowerCamelCase__	(self       :		Tuple						)		->  Tuple:




							"""simple docstring"""


							import faiss

							lowercase__	     =						self._create_dummy_dataset()
							dset.add_faiss_index_from_external_arrays(
							    external_arrays=np.ones((30, 5)						) * np.arange(30						).reshape(-1 ,   1						) ,   index_name="""vecs""" ,   batch_size=100 ,   metric_type=faiss.METRIC_INNER_PRODUCT ,   )
							lowercase__     ,      lowercase__	     =						dset.get_nearest_examples("""vecs""" ,   np.ones(5 ,   dtype=np.floataa						)						)
							self.assertEqual(examples["""filename"""][0] ,   """my_name-train_29"""						)

					def     lowerCamelCase__	(self       :		Union[str, Any]						)		->  Any:




							"""simple docstring"""


							import faiss

							lowercase__	     =						self._create_dummy_dataset()
							dset.add_faiss_index_from_external_arrays(
							    external_arrays=np.ones((30, 5)						) * np.arange(30						).reshape(-1 ,   1						) ,   index_name="""vecs""" ,   metric_type=faiss.METRIC_INNER_PRODUCT ,   )

							# Setting delete=False and unlinking manually is not pretty... but it is required on Windows to
							# ensure somewhat stable behaviour. If we don't, we get PermissionErrors. This is an age-old issue.
							# see https://bugs.python.org/issue14243 and
							# https://stackoverflow.com/questions/23212435/permission-denied-to-write-to-my-temporary-file/23212515
							with tempfile.NamedTemporaryFile(delete=_UpperCAmelCase						) as tmp_file:
									dset.save_faiss_index("""vecs""" ,   tmp_file.name						)
									dset.load_faiss_index("""vecs2""" ,   tmp_file.name						)
							os.unlink(tmp_file.name						)

							lowercase__     ,      lowercase__	     =						dset.get_nearest_examples("""vecs2""" ,   np.ones(5 ,   dtype=np.floataa						)						)
							self.assertEqual(examples["""filename"""][0] ,   """my_name-train_29"""						)

					def     lowerCamelCase__	(self       :		Dict						)		->  List[str]:




							"""simple docstring"""


							lowercase__	     =						self._create_dummy_dataset()
							dset.add_faiss_index_from_external_arrays(
							    external_arrays=np.ones((30, 5)						) * np.arange(30						).reshape(-1 ,   1						) ,   index_name="""vecs"""						)
							dset.drop_index("""vecs"""						)
							self.assertRaises(_UpperCAmelCase ,   partial(dset.get_nearest_examples ,   """vecs2""" ,   np.ones(5 ,   dtype=np.floataa						)						)						)


					def     lowerCamelCase__	(self       :		int						)		->  List[str]:




							"""simple docstring"""


							from elasticsearch import Elasticsearch

							lowercase__	     =						self._create_dummy_dataset()
							with patch("""elasticsearch.Elasticsearch.search"""						) as mocked_search, patch(
							    """elasticsearch.client.IndicesClient.create"""						) as mocked_index_create, patch("""elasticsearch.helpers.streaming_bulk"""						) as mocked_bulk:
									lowercase__	     =						{"""acknowledged""": True}
									mocked_bulk.return_value([(True, None)] * 30						)
									lowercase__	     =						{"""hits""": {"""hits""": [{"""_score""": 1, """_id""": 29}]}}
									lowercase__	     =						Elasticsearch()

									dset.add_elasticsearch_index("""filename""" ,   es_client=_UpperCAmelCase						)
									lowercase__     ,      lowercase__	     =						dset.get_nearest_examples("""filename""" ,   """my_name-train_29"""						)
									self.assertEqual(examples["""filename"""][0] ,   """my_name-train_29"""						)






@require_faiss
class 				A       (			UpperCAmelCase__				):
					'''simple docstring'''






					def     lowerCamelCase__	(self       :		Any						)		->  Tuple:




							"""simple docstring"""


							import faiss

							lowercase__	     =						FaissIndex(metric_type=faiss.METRIC_INNER_PRODUCT						)

							# add vectors
							index.add_vectors(np.eye(5 ,   dtype=np.floataa						)						)
							self.assertIsNotNone(index.faiss_index						)
							self.assertEqual(index.faiss_index.ntotal ,   5						)
							index.add_vectors(np.zeros((5, 5) ,   dtype=np.floataa						)						)
							self.assertEqual(index.faiss_index.ntotal ,   10						)

							# single query
							lowercase__	     =						np.zeros(5 ,   dtype=np.floataa						)
							lowercase__	     =						1
							lowercase__     ,      lowercase__	     =						index.search(_UpperCAmelCase						)
							self.assertRaises(_UpperCAmelCase ,   index.search ,   query.reshape(-1 ,   1						)						)
							self.assertGreater(scores[0] ,   0						)
							self.assertEqual(indices[0] ,   1						)

							# batched queries
							lowercase__	     =						np.eye(5 ,   dtype=np.floataa						)[::-1]
							lowercase__     ,      lowercase__	     =						index.search_batch(_UpperCAmelCase						)
							self.assertRaises(_UpperCAmelCase ,   index.search_batch ,   queries[0]						)
							lowercase__	     =						[scores[0] for scores in total_scores]
							lowercase__	     =						[indices[0] for indices in total_indices]
							self.assertGreater(np.min(_UpperCAmelCase						) ,   0						)
							self.assertListEqual([4, 3, 2, 1, 0] ,   _UpperCAmelCase						)

					def     lowerCamelCase__	(self       :		List[str]						)		->  Dict:




							"""simple docstring"""


							import faiss

							lowercase__	     =						FaissIndex(string_factory="""Flat"""						)
							index.add_vectors(np.eye(5 ,   dtype=np.floataa						)						)
							self.assertIsInstance(index.faiss_index ,   faiss.IndexFlat						)
							lowercase__	     =						FaissIndex(string_factory="""LSH"""						)
							index.add_vectors(np.eye(5 ,   dtype=np.floataa						)						)
							self.assertIsInstance(index.faiss_index ,   faiss.IndexLSH						)
							with self.assertRaises(_UpperCAmelCase						):
									lowercase__	     =						FaissIndex(string_factory="""Flat""" ,   custom_index=faiss.IndexFlat(5						)						)

					def     lowerCamelCase__	(self       :		Optional[Any]						)		->  int:




							"""simple docstring"""


							import faiss

							lowercase__	     =						faiss.IndexFlat(5						)
							lowercase__	     =						FaissIndex(custom_index=_UpperCAmelCase						)
							index.add_vectors(np.eye(5 ,   dtype=np.floataa						)						)
							self.assertIsInstance(index.faiss_index ,   faiss.IndexFlat						)


					def     lowerCamelCase__	(self       :		str						)		->  Union[str, Any]:




							"""simple docstring"""


							import faiss

							lowercase__	     =						FaissIndex(metric_type=faiss.METRIC_INNER_PRODUCT						)
							index.add_vectors(np.eye(5 ,   dtype=np.floataa						)						)

							# Setting delete=False and unlinking manually is not pretty... but it is required on Windows to
							# ensure somewhat stable behaviour. If we don't, we get PermissionErrors. This is an age-old issue.
							# see https://bugs.python.org/issue14243 and
							# https://stackoverflow.com/questions/23212435/permission-denied-to-write-to-my-temporary-file/23212515
							with tempfile.NamedTemporaryFile(delete=_UpperCAmelCase						) as tmp_file:
									index.save(tmp_file.name						)
									lowercase__	     =						FaissIndex.load(tmp_file.name						)
							os.unlink(tmp_file.name						)

							lowercase__	     =						np.zeros(5 ,   dtype=np.floataa						)
							lowercase__	     =						1
							lowercase__     ,      lowercase__	     =						index.search(_UpperCAmelCase						)
							self.assertGreater(scores[0] ,   0						)
							self.assertEqual(indices[0] ,   1						)






@require_faiss
def 					UpperCamelCase   (      __magic_name__	:				Tuple	)  ->    Any:
		"""simple docstring"""




		import faiss

		lowercase__	     =						FaissIndex(metric_type=faiss.METRIC_INNER_PRODUCT	)
		index.add_vectors(np.eye(5       ,       dtype=np.floataa	)	)

		lowercase__	     =						"""index.faiss"""
		lowercase__	     =						f'''mock://{index_name}'''
		index.save(__magic_name__       ,       storage_options=mockfs.storage_options	)
		lowercase__	     =						FaissIndex.load(__magic_name__       ,       storage_options=mockfs.storage_options	)

		lowercase__	     =						np.zeros(5       ,       dtype=np.floataa	)
		lowercase__	     =						1
		lowercase__     ,      lowercase__	     =						index.search(__magic_name__	)
		assert scores[0] > 0
		assert indices[0] == 1







@require_elasticsearch
class 				A       (			UpperCAmelCase__				):
					'''simple docstring'''






					def     lowerCamelCase__	(self       :		Optional[int]						)		->  List[Any]:




							"""simple docstring"""


							from elasticsearch import Elasticsearch

							with patch("""elasticsearch.Elasticsearch.search"""						) as mocked_search, patch(
							    """elasticsearch.client.IndicesClient.create"""						) as mocked_index_create, patch("""elasticsearch.helpers.streaming_bulk"""						) as mocked_bulk:
									lowercase__	     =						Elasticsearch()
									lowercase__	     =						{"""acknowledged""": True}
									lowercase__	     =						ElasticSearchIndex(es_client=_UpperCAmelCase						)
									mocked_bulk.return_value([(True, None)] * 3						)
									index.add_documents(["""foo""", """bar""", """foobar"""]						)

									# single query
									lowercase__	     =						"""foo"""
									lowercase__	     =						{"""hits""": {"""hits""": [{"""_score""": 1, """_id""": 0}]}}
									lowercase__     ,      lowercase__	     =						index.search(_UpperCAmelCase						)
									self.assertEqual(scores[0] ,   1						)
									self.assertEqual(indices[0] ,   0						)

									# single query with timeout
									lowercase__	     =						"""foo"""
									lowercase__	     =						{"""hits""": {"""hits""": [{"""_score""": 1, """_id""": 0}]}}
									lowercase__     ,      lowercase__	     =						index.search(_UpperCAmelCase ,   request_timeout=30						)
									self.assertEqual(scores[0] ,   1						)
									self.assertEqual(indices[0] ,   0						)

									# batched queries
									lowercase__	     =						["""foo""", """bar""", """foobar"""]
									lowercase__	     =						{"""hits""": {"""hits""": [{"""_score""": 1, """_id""": 1}]}}
									lowercase__     ,      lowercase__	     =						index.search_batch(_UpperCAmelCase						)
									lowercase__	     =						[scores[0] for scores in total_scores]
									lowercase__	     =						[indices[0] for indices in total_indices]
									self.assertGreater(np.min(_UpperCAmelCase						) ,   0						)
									self.assertListEqual([1, 1, 1] ,   _UpperCAmelCase						)

									# batched queries with timeout
									lowercase__	     =						["""foo""", """bar""", """foobar"""]
									lowercase__	     =						{"""hits""": {"""hits""": [{"""_score""": 1, """_id""": 1}]}}
									lowercase__     ,      lowercase__	     =						index.search_batch(_UpperCAmelCase ,   request_timeout=30						)
									lowercase__	     =						[scores[0] for scores in total_scores]
									lowercase__	     =						[indices[0] for indices in total_indices]
									self.assertGreater(np.min(_UpperCAmelCase						) ,   0						)
									self.assertListEqual([1, 1, 1] ,   _UpperCAmelCase						)





import os
import zipfile

import requests
from get_ci_error_statistics import download_artifact, get_artifacts_links






def 					UpperCamelCase   (      __magic_name__	:				Dict       ,       __magic_name__	:				List[str]=7	)  ->    Dict:
		"""simple docstring"""




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

		# The id of a workflow (not of a workflow run)
		lowercase__	     =						"""636036"""

		lowercase__	     =						f'''https://api.github.com/repos/huggingface/transformers/actions/workflows/{workflow_id}/runs'''
		# On `main` branch + event being `schedule` + not returning PRs + only `num_runs` results
		url += f'''?branch=main&event=schedule&exclude_pull_requests=true&per_page={num_runs}'''

		lowercase__	     =						requests.get(__magic_name__       ,       headers=__magic_name__	).json()

		return result["workflow_runs"]






def 					UpperCamelCase   (      __magic_name__	:				str	)  ->    Dict:
		"""simple docstring"""




		lowercase__	     =						get_daily_ci_runs(__magic_name__	)
		lowercase__	     =						None
		for workflow_run in workflow_runs:
				if workflow_run["status"] == "completed":
						lowercase__	     =						workflow_run["""id"""]
						break

		return workflow_run_id






def 					UpperCamelCase   (      __magic_name__	:				str       ,       __magic_name__	:				List[Any]       ,       __magic_name__	:				Dict	)  ->    str:
		"""simple docstring"""




		lowercase__	     =						get_last_daily_ci_runs(__magic_name__	)
		if workflow_run_id is not None:
				lowercase__	     =						get_artifacts_links(worflow_run_id=__magic_name__       ,       token=__magic_name__	)
				for artifact_name in artifact_names:
						if artifact_name in artifacts_links:
								lowercase__	     =						artifacts_links[artifact_name]
								download_artifact(
								    artifact_name=__magic_name__       ,       artifact_url=__magic_name__       ,       output_dir=__magic_name__       ,       token=__magic_name__	)







def 					UpperCamelCase   (      __magic_name__	:				List[str]       ,       __magic_name__	:				str       ,       __magic_name__	:				Union[str, Any]	)  ->    Tuple:
		"""simple docstring"""




		get_last_daily_ci_artifacts(__magic_name__       ,       __magic_name__       ,       __magic_name__	)

		lowercase__	     =						{}
		for artifact_name in artifact_names:
				lowercase__	     =						os.path.join(__magic_name__       ,       f'''{artifact_name}.zip'''	)
				if os.path.isfile(__magic_name__	):
						lowercase__	     =						{}
						with zipfile.ZipFile(__magic_name__	) as z:
								for filename in z.namelist():
										if not os.path.isdir(__magic_name__	):
												# read the file
												with z.open(__magic_name__	) as f:
														lowercase__	     =						f.read().decode("""UTF-8"""	)

		return results

