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Add rate limiter option to Cassandra writer
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Isaac Hier
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Oct 26, 2018
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// Copyright (c) 2018 Uber Technologies, Inc. | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package utils | ||
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import ( | ||
"errors" | ||
"sync" | ||
"time" | ||
) | ||
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var ( | ||
ErrInvalidCreditsPerSecond = errors.New("invalid credits per second, must be greater than zero") | ||
ErrInvalidMaxBalance = errors.New("invalid max balance, must be greater than zero") | ||
) | ||
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// RateLimiter is a filter used to check if a message that is worth itemCost units is within the rate limits. | ||
type RateLimiter interface { | ||
CheckCredit(itemCost float64) (bool, time.Duration) | ||
} | ||
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type rateLimiter struct { | ||
sync.Mutex | ||
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creditsPerSecond float64 | ||
balance float64 | ||
maxBalance float64 | ||
lastTick time.Time | ||
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timeNow func() time.Time | ||
} | ||
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// NewRateLimiter creates a new rate limiter based on leaky bucket algorithm, formulated in terms of a | ||
// credits balance that is replenished every time CheckCredit() method is called (tick) by the amount proportional | ||
// to the time elapsed since the last tick, up to max of creditsPerSecond. A call to CheckCredit() takes a cost | ||
// of an item we want to pay with the balance. If the balance exceeds the cost of the item, the item is "purchased" | ||
// and the balance reduced, indicated by returned value of true with a wait time of zero. Otherwise the balance is | ||
// unchanged and return false with the time until the next credit accrues. | ||
// | ||
// This can be used to limit a rate of messages emitted by a service by instantiating the Rate Limiter with the | ||
// max number of messages a service is allowed to emit per second, and calling CheckCredit(1.0) for each message | ||
// to determine if the message is within the rate limit. | ||
// | ||
// It can also be used to limit the rate of traffic in bytes, by setting creditsPerSecond to desired throughput | ||
// as bytes/second, and calling CheckCredit() with the actual message size. | ||
func NewRateLimiter(creditsPerSecond, maxBalance float64) (RateLimiter, error) { | ||
if creditsPerSecond < 0 { | ||
return nil, ErrInvalidCreditsPerSecond | ||
} | ||
if maxBalance < 0 { | ||
return nil, ErrInvalidMaxBalance | ||
} | ||
return &rateLimiter{ | ||
creditsPerSecond: creditsPerSecond, | ||
balance: maxBalance, | ||
maxBalance: maxBalance, | ||
lastTick: time.Now(), | ||
timeNow: time.Now, | ||
}, nil | ||
} | ||
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func (b *rateLimiter) CheckCredit(itemCost float64) (bool, time.Duration) { | ||
b.Lock() | ||
defer b.Unlock() | ||
b.updateBalance() | ||
// if we have enough credits to pay for current item, then reduce balance and allow | ||
if b.balance >= itemCost { | ||
b.balance -= itemCost | ||
return true, 0 | ||
} | ||
creditsRemaining := itemCost - b.balance | ||
waitTime := time.Nanosecond * time.Duration(creditsRemaining*float64(time.Second.Nanoseconds())/b.creditsPerSecond) | ||
return false, waitTime | ||
} | ||
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// N.B. Must be called while holding the lock. | ||
func (b *rateLimiter) updateBalance() { | ||
// calculate how much time passed since the last tick, and update current tick | ||
currentTime := b.timeNow() | ||
elapsedTime := currentTime.Sub(b.lastTick) | ||
b.lastTick = currentTime | ||
// calculate how much credit have we accumulated since the last tick | ||
b.balance += elapsedTime.Seconds() * b.creditsPerSecond | ||
if b.balance > b.maxBalance { | ||
b.balance = b.maxBalance | ||
} | ||
} |
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// Copyright (c) 2018 Uber Technologies, Inc. | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package utils | ||
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import ( | ||
"testing" | ||
"time" | ||
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"github.com/stretchr/testify/assert" | ||
) | ||
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func TestRateLimiter(t *testing.T) { | ||
limiter := NewRateLimiter(2.0, 2.0) | ||
// stop time | ||
ts := time.Now() | ||
limiter.(*rateLimiter).lastTick = ts | ||
limiter.(*rateLimiter).timeNow = func() time.Time { | ||
return ts | ||
} | ||
ok, waitTime := limiter.CheckCredit(1.0) | ||
assert.True(t, ok) | ||
assert.Equal(t, time.Duration(0), waitTime) | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.True(t, ok) | ||
assert.Equal(t, time.Duration(0), waitTime) | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.False(t, ok) | ||
assert.Equal(t, time.Second/2, waitTime) | ||
// move time 250ms forward, not enough credits to pay for 1.0 item | ||
limiter.(*rateLimiter).timeNow = func() time.Time { | ||
return ts.Add(time.Second / 4) | ||
} | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.False(t, ok) | ||
assert.Equal(t, time.Second/4, waitTime) | ||
// move time 500ms forward, now enough credits to pay for 1.0 item | ||
limiter.(*rateLimiter).timeNow = func() time.Time { | ||
return ts.Add(time.Second/4 + time.Second/2) | ||
} | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.True(t, ok) | ||
assert.Equal(t, time.Duration(0), waitTime) | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.False(t, ok) | ||
assert.Equal(t, time.Second/4, waitTime) | ||
// move time 5s forward, enough to accumulate credits for 10 messages, but it should still be capped at 2 | ||
limiter.(*rateLimiter).lastTick = ts | ||
limiter.(*rateLimiter).timeNow = func() time.Time { | ||
return ts.Add(5 * time.Second) | ||
} | ||
for i := 0; i < 2; i++ { | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.True(t, ok) | ||
assert.Equal(t, time.Duration(0), waitTime) | ||
} | ||
for i := 0; i < 3; i++ { | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.False(t, ok) | ||
assert.Equal(t, time.Second/2, waitTime) | ||
} | ||
} | ||
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func TestMaxBalance(t *testing.T) { | ||
limiter := NewRateLimiter(0.1, 1.0) | ||
// stop time | ||
ts := time.Now() | ||
limiter.(*rateLimiter).lastTick = ts | ||
limiter.(*rateLimiter).timeNow = func() time.Time { | ||
return ts | ||
} | ||
// on initialization, should have enough credits for 1 message | ||
ok, waitTime := limiter.CheckCredit(1.0) | ||
assert.True(t, ok) | ||
assert.Equal(t, time.Duration(0), waitTime) | ||
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// move time 20s forward, enough to accumulate credits for 2 messages, but it should still be capped at 1 | ||
limiter.(*rateLimiter).timeNow = func() time.Time { | ||
return ts.Add(time.Second * 20) | ||
} | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.True(t, ok) | ||
assert.Equal(t, time.Duration(0), waitTime) | ||
ok, waitTime = limiter.CheckCredit(1.0) | ||
assert.False(t, ok) | ||
assert.Equal(t, 10*time.Second, waitTime) | ||
} |
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