Can you explain what a token bucket algorithm is?
Sure! A token bucket algorithm is a rate-limiting mechanism that controls how data packets are sent over a network.
How do I implement it in Python?
You can implement it by creating a class that manages tokens, allowing you to add tokens at a fixed rate and consume them when sending data.
What are the key components I need to consider?
You need to consider the bucket size, the token generation rate, and how to handle situations when the bucket is empty.
Can you provide a code example?
Absolutely! Here's a simple implementation in Python:
import time
class TokenBucket:
def __init__(self, capacity, fill_rate):
self.capacity = capacity
self.fill_rate = fill_rate
self.tokens = capacity
self.last_fill = time.time()
def add_tokens(self):
now = time.time()
elapsed = now - self.last_fill
self.tokens = min(self.capacity, self.tokens + elapsed * self.fill_rate)
self.last_fill = now
def consume(self, tokens):
self.add_tokens()
if self.tokens >= tokens:
self.tokens -= tokens
return True
return False
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