<commit_before>import time
import random
from datetime import datetime
from exceptions import TimeoutException

DEFAULT_RETRY_TIMEOUT = 60
DEFAULT_QUERIES_PER_SECOND = 10

def qps_retry(original_function=None,**options):
    """ Query Per Second retry decorator
        The intention of this decorator is to retry requests against third
        party services that has QPS restriction.
        Parameters:
            - timeout: Maximum number of seconds to retry
            - qps: Allowed queries per second. This parameter is used to
                   calculate the next time to retry the request
    """
    if original_function is not None:
        def wrapped_function(*args, **kwargs):
            if 'timeout' in options:
                timeout = options['timeout']
            else:
                timeout = DEFAULT_RETRY_TIMEOUT
            if 'qps' in options:
                qps = options['qps']
            else:
                qps = DEFAULT_QUERIES_PER_SECOND
            return QPSService(retry_timeout=timeout, queries_per_second=qps).call(original_function, *args, **kwargs)
        return wrapped_function
    else:
        def partial_wrapper(func):
            return qps_retry(func, **options)
        return partial_wrapper


class QPSService:

    def __init__(self, queries_per_second, retry_timeout):
        self._queries_per_second = queries_per_second
        self._retry_timeout = retry_timeout

    def call(self, fn, *args, **kwargs):
        start_time = datetime.now()
        attempt_number = 1
        while True:
            try:
                return fn(*args, **kwargs)
            except Exception as e:
                response = getattr(e, 'response', None)
                if response is not None and (response.status_code == 429):
                    self.retry(start_time, attempt_number)
                else:
                    raise e
            attempt_number += 1

    def retry(self, first_request_time, retry_count):
        elapsed = datetime.now() - first_request_time
        elapsed_miliseconds = (elapsed.total_seconds() * 1000.0)
        if elapsed_miliseconds  > (self._retry_timeout * 1000.0):
            raise TimeoutException()

        # inverse qps * (1.5 ^ i) is an increased sleep time of 1.5x per
        # iteration.
        delay = (1.0/self._queries_per_second) * 1.5 ** retry_count

        # https://www.awsarchitectureblog.com/2015/03/backoff.html
        # https://github.com/googlemaps/google-maps-services-python/blob/master/googlemaps/client.py#L193
        sleep_time = delay * (random.random() + 0.5)

        time.sleep(sleep_time)<commit_msg>Fix typo<commit_after>import time
import random
from datetime import datetime
from exceptions import TimeoutException

DEFAULT_RETRY_TIMEOUT = 60
DEFAULT_QUERIES_PER_SECOND = 10

def qps_retry(original_function=None,**options):
    """ Query Per Second retry decorator
        The intention of this decorator is to retry requests against third
        party services that has QPS restriction.
        Parameters:
            - timeout: Maximum number of seconds to retry
            - qps: Allowed queries per second. This parameter is used to
                   calculate the next time to retry the request
    """
    if original_function is not None:
        def wrapped_function(*args, **kwargs):
            if 'timeout' in options:
                timeout = options['timeout']
            else:
                timeout = DEFAULT_RETRY_TIMEOUT
            if 'qps' in options:
                qps = options['qps']
            else:
                qps = DEFAULT_QUERIES_PER_SECOND
            return QPSService(retry_timeout=timeout, queries_per_second=qps).call(original_function, *args, **kwargs)
        return wrapped_function
    else:
        def partial_wrapper(func):
            return qps_retry(func, **options)
        return partial_wrapper


class QPSService:

    def __init__(self, queries_per_second, retry_timeout):
        self._queries_per_second = queries_per_second
        self._retry_timeout = retry_timeout

    def call(self, fn, *args, **kwargs):
        start_time = datetime.now()
        attempt_number = 1
        while True:
            try:
                return fn(*args, **kwargs)
            except Exception as e:
                response = getattr(e, 'response', None)
                if response is not None and (response.status_code == 429):
                    self.retry(start_time, attempt_number)
                else:
                    raise e
            attempt_number += 1

    def retry(self, first_request_time, retry_count):
        elapsed = datetime.now() - first_request_time
        elapsed_milliseconds = (elapsed.total_seconds() * 1000.0)
        if elapsed_milliseconds  > (self._retry_timeout * 1000.0):
            raise TimeoutException()

        # inverse qps * (1.5 ^ i) is an increased sleep time of 1.5x per
        # iteration.
        delay = (1.0/self._queries_per_second) * 1.5 ** retry_count

        # https://www.awsarchitectureblog.com/2015/03/backoff.html
        # https://github.com/googlemaps/google-maps-services-python/blob/master/googlemaps/client.py#L193
        sleep_time = delay * (random.random() + 0.5)

        time.sleep(sleep_time)
{'fraction_non_alphanumeric': 0.08062369271724662, 'fraction_numerical': 0.014451416619129112, 'mean_word_length': 2.195625759416768, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 5, 'https://': 4, 'lorem ipsum': 0, 'www.': 2, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '7249635', 'n_tokens_mistral': 1493, 'n_tokens_neox': 1413, 'n_words': 390}