OnlineJudge/utils/throttling.py

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# coding=utf-8
import time
import redis
class TokenBucket(object):
def __init__(self, fill_rate, capacity, last_capacity, last_timestamp):
self.capacity = float(capacity)
self._left_tokens = last_capacity
self.fill_rate = float(fill_rate)
self.timestamp = last_timestamp
def consume(self, tokens=1):
if tokens <= self.tokens:
self._left_tokens -= tokens
return True
return False
def expected_time(self, tokens=1):
_tokens = self.tokens
tokens = max(tokens, _tokens)
return (tokens - _tokens) / self.fill_rate * 60
@property
def tokens(self):
if self._left_tokens < self.capacity:
now = time.time()
delta = self.fill_rate * ((now - self.timestamp) / 60)
self._left_tokens = min(self.capacity, self._left_tokens + delta)
self.timestamp = now
return self._left_tokens
class BucketController(object):
def __init__(self, user_id, redis_conn, default_capacity):
self.user_id = user_id
self.default_capacity = default_capacity
self.redis = redis_conn
self.key = "bucket_" + str(self.user_id)
@property
def last_capacity(self):
value = self.redis.hget(self.key, "last_capacity")
if value is None:
self.last_capacity = self.default_capacity
return self.default_capacity
return int(value)
@last_capacity.setter
def last_capacity(self, value):
self.redis.hset(self.key, "last_capacity", value)
@property
def last_timestamp(self):
value = self.redis.hget(self.key, "last_timestamp")
if value is None:
timestamp = int(time.time())
self.last_timestamp = timestamp
return timestamp
return int(value)
@last_timestamp.setter
def last_timestamp(self, value):
self.redis.hset(self.key, "last_timestamp", value)
"""
# token bucket 机制限制用户提交大量代码
# demo
success = failure = 0
current_user_id = 1
token_bucket_default_capacity = 50
token_bucket_fill_rate = 10
for i in range(5000):
controller = BucketController(user_id=current_user_id,
redis_conn=redis.Redis(),
default_capacity=token_bucket_default_capacity)
bucket = TokenBucket(fill_rate=token_bucket_fill_rate,
capacity=token_bucket_default_capacity,
last_capacity=controller.last_capacity,
last_timestamp=controller.last_timestamp)
time.sleep(0.05)
if bucket.consume():
success += 1
print i, ": Accepted"
controller.last_capacity -= 1
else:
failure += 1
print i, "Dropped, time left ", bucket.expected_time()
print success, failure
"""