


'''simple docstring'''




import json
import os
import tempfile

import datasets
from utils import generate_example_dataset, get_duration


__lowercase	:   List[Any]   		=					50_00_00

__lowercase		,		__lowercase	:   Optional[Any]   		=					os.path.split(__file__)
__lowercase	:   Any   		=					os.path.join(RESULTS_BASEPATH, """results""", RESULTS_FILENAME.replace(""".py""", """.json"""))





@get_duration
def 				a_							(    lowercase     )      ->Optional[Any]:






				'''simple docstring'''

				__lowerCamelCase		:   int           =       dataset.select(range(0				,    len(lowercase     )				,    2     )     )





@get_duration
def 				a_							(    lowercase     )      ->Union[str, Any]:






				'''simple docstring'''

				__lowerCamelCase		:   Optional[Any]           =       dataset.sort("numbers"     )





@get_duration
def 				a_							(    lowercase     )      ->Optional[Any]:






				'''simple docstring'''

				__lowerCamelCase		:   Union[str, Any]           =       dataset.shuffle()





@get_duration
def 				a_							(    lowercase     )      ->List[Any]:






				'''simple docstring'''

				__lowerCamelCase		:   Optional[int]           =       dataset.train_test_split(0.1     )





@get_duration
def 				a_							(    lowercase				,    lowercase=10     )      ->Optional[int]:






				'''simple docstring'''

				for shard_id in range(lowercase     ):
								__lowerCamelCase		:   Optional[Any]           =       dataset.shard(lowercase				,    lowercase     )





def 				a_							(    )      ->Dict:






				'''simple docstring'''

				__lowerCamelCase		:   List[str]           =       {"num examples": SPEED_TEST_N_EXAMPLES}
				__lowerCamelCase		:   List[str]           =       (select, sort, shuffle, train_test_split, shard)
				with tempfile.TemporaryDirectory() as tmp_dir:
								print("generating dataset"     )
								__lowerCamelCase		:   int           =       datasets.Features({"text": datasets.Value("string"     ), "numbers": datasets.Value("float32"     )}     )
								__lowerCamelCase		:   Optional[Any]           =       generate_example_dataset(
								    os.path.join(lowercase				,    "dataset.arrow"     )				,    lowercase				,    num_examples=lowercase     )
								print("Functions"     )
								for func in functions:
												print(func.__name__     )
												__lowerCamelCase		:   Dict           =       func(lowercase     )

				with open(lowercase				,    "wb"     ) as f:
								f.write(json.dumps(lowercase     ).encode("utf-8"     )     )


if __name__ == "__main__":  # useful to run the profiler
				benchmark_indices_mapping()









'''simple docstring'''




import requests

try:
				from django.contrib.auth import authenticate, login
				from django.shortcuts import redirect, render
except ImportError:
				__lowercase	:   Dict   		=					print





def 				a_							(    lowercase     )      ->Any:






				'''simple docstring'''

				__lowerCamelCase		:   str           =       "secretKey"
				__lowerCamelCase		:   Optional[Any]           =       "https://www.google.com/recaptcha/api/siteverify"

				# when method is not POST, direct user to login page
				if request.method != "POST":
								return render(lowercase				,    "login.html"     )

				# from the frontend, get username, password, and client_key
				__lowerCamelCase		:   str           =       request.POST.get("username"     )
				__lowerCamelCase		:   Dict           =       request.POST.get("password"     )
				__lowerCamelCase		:   List[str]           =       request.POST.get("g-recaptcha-response"     )

				# post recaptcha response to Google's recaptcha api
				__lowerCamelCase		:   str           =       requests.post(lowercase				,    data={"secret": secret_key, "response": client_key}     )
				# if the recaptcha api verified our keys
				if response.json().get("success"				,    lowercase     ):
								# authenticate the user
								__lowerCamelCase		:   List[Any]           =       authenticate(lowercase				,    username=lowercase				,    password=lowercase     )
								if user_in_database:
												login(lowercase				,    lowercase     )
												return redirect("/your-webpage"     )
				return render(lowercase				,    "login.html"     )





