1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
/*
 * Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
 * SPDX-License-Identifier: Apache-2.0
 */

//! A rate limiter for controlling the rate at which AWS requests are made. The rate changes based
//! on the number of throttling errors encountered.

#![allow(dead_code)]

use crate::client::retries::RetryPartition;
use std::sync::{Arc, Mutex};
use std::time::Duration;
use tracing::debug;

/// Represents a partition for the rate limiter, e.g. an endpoint, a region
#[non_exhaustive]
#[derive(Clone, Debug, Hash, PartialEq, Eq)]
pub struct ClientRateLimiterPartition {
    retry_partition: RetryPartition,
}

impl ClientRateLimiterPartition {
    /// Creates a `ClientRateLimiterPartition` from the given [`RetryPartition`]
    pub fn new(retry_partition: RetryPartition) -> Self {
        Self { retry_partition }
    }
}

const RETRY_COST: f64 = 5.0;
const RETRY_TIMEOUT_COST: f64 = RETRY_COST * 2.0;
const INITIAL_REQUEST_COST: f64 = 1.0;

const MIN_FILL_RATE: f64 = 0.5;
const MIN_CAPACITY: f64 = 1.0;
const SMOOTH: f64 = 0.8;
/// How much to scale back after receiving a throttling response
const BETA: f64 = 0.7;
/// Controls how aggressively we scale up after being throttled
const SCALE_CONSTANT: f64 = 0.4;

/// Rate limiter for adaptive retry.
#[derive(Clone, Debug)]
pub struct ClientRateLimiter {
    inner: Arc<Mutex<Inner>>,
}

#[derive(Debug)]
pub(crate) struct Inner {
    /// The rate at which token are replenished.
    fill_rate: f64,
    /// The maximum capacity allowed in the token bucket.
    max_capacity: f64,
    /// The current capacity of the token bucket.
    current_capacity: f64,
    /// The last time the token bucket was refilled.
    last_timestamp: Option<f64>,
    /// Boolean indicating if the token bucket is enabled.
    /// The token bucket is initially disabled.
    /// When a throttling error is encountered it is enabled.
    enabled: bool,
    /// The smoothed rate which tokens are being retrieved.
    measured_tx_rate: f64,
    /// The last half second time bucket used.
    last_tx_rate_bucket: f64,
    /// The number of requests seen within the current time bucket.
    request_count: u64,
    /// The maximum rate when the client was last throttled.
    last_max_rate: f64,
    /// The last time when the client was throttled.
    time_of_last_throttle: f64,
}

pub(crate) enum RequestReason {
    Retry,
    RetryTimeout,
    InitialRequest,
}

impl ClientRateLimiter {
    /// Creates a new `ClientRateLimiter`
    pub fn new(seconds_since_unix_epoch: f64) -> Self {
        Self::builder()
            .tokens_retrieved_per_second(MIN_FILL_RATE)
            .time_of_last_throttle(seconds_since_unix_epoch)
            .previous_time_bucket(seconds_since_unix_epoch.floor())
            .build()
    }

    fn builder() -> Builder {
        Builder::new()
    }

    pub(crate) fn acquire_permission_to_send_a_request(
        &self,
        seconds_since_unix_epoch: f64,
        kind: RequestReason,
    ) -> Result<(), Duration> {
        let mut it = self.inner.lock().unwrap();

        if !it.enabled {
            // return early if we haven't encountered a throttling error yet
            return Ok(());
        }
        let amount = match kind {
            RequestReason::Retry => RETRY_COST,
            RequestReason::RetryTimeout => RETRY_TIMEOUT_COST,
            RequestReason::InitialRequest => INITIAL_REQUEST_COST,
        };

        it.refill(seconds_since_unix_epoch);

        let res = if amount > it.current_capacity {
            let sleep_time = (amount - it.current_capacity) / it.fill_rate;
            debug!(
                amount,
                it.current_capacity,
                it.fill_rate,
                sleep_time,
                "client rate limiter delayed a request"
            );

            Err(Duration::from_secs_f64(sleep_time))
        } else {
            Ok(())
        };

        it.current_capacity -= amount;
        res
    }

    pub(crate) fn update_rate_limiter(
        &self,
        seconds_since_unix_epoch: f64,
        is_throttling_error: bool,
    ) {
        let mut it = self.inner.lock().unwrap();
        it.update_tokens_retrieved_per_second(seconds_since_unix_epoch);

        let calculated_rate;
        if is_throttling_error {
            let rate_to_use = if it.enabled {
                f64::min(it.measured_tx_rate, it.fill_rate)
            } else {
                it.measured_tx_rate
            };

            // The fill_rate is from the token bucket
            it.last_max_rate = rate_to_use;
            it.calculate_time_window();
            it.time_of_last_throttle = seconds_since_unix_epoch;
            calculated_rate = cubic_throttle(rate_to_use);
            it.enable_token_bucket();
        } else {
            it.calculate_time_window();
            calculated_rate = it.cubic_success(seconds_since_unix_epoch);
        }

        let new_rate = f64::min(calculated_rate, 2.0 * it.measured_tx_rate);
        it.update_bucket_refill_rate(seconds_since_unix_epoch, new_rate);
    }
}

impl Inner {
    fn refill(&mut self, seconds_since_unix_epoch: f64) {
        if let Some(last_timestamp) = self.last_timestamp {
            let fill_amount = (seconds_since_unix_epoch - last_timestamp) * self.fill_rate;
            self.current_capacity =
                f64::min(self.max_capacity, self.current_capacity + fill_amount);
            debug!(
                fill_amount,
                self.current_capacity, self.max_capacity, "refilling client rate limiter tokens"
            );
        }
        self.last_timestamp = Some(seconds_since_unix_epoch);
    }

    fn update_bucket_refill_rate(&mut self, seconds_since_unix_epoch: f64, new_fill_rate: f64) {
        // Refill based on our current rate before we update to the new fill rate.
        self.refill(seconds_since_unix_epoch);

        self.fill_rate = f64::max(new_fill_rate, MIN_FILL_RATE);
        self.max_capacity = f64::max(new_fill_rate, MIN_CAPACITY);

        debug!(
            fill_rate = self.fill_rate,
            max_capacity = self.max_capacity,
            current_capacity = self.current_capacity,
            measured_tx_rate = self.measured_tx_rate,
            "client rate limiter state has been updated"
        );

        // When we scale down we can't have a current capacity that exceeds our max_capacity.
        self.current_capacity = f64::min(self.current_capacity, self.max_capacity);
    }

    fn enable_token_bucket(&mut self) {
        // If throttling wasn't already enabled, note that we're now enabling it.
        if !self.enabled {
            debug!("client rate limiting has been enabled");
        }
        self.enabled = true;
    }

    fn update_tokens_retrieved_per_second(&mut self, seconds_since_unix_epoch: f64) {
        let next_time_bucket = (seconds_since_unix_epoch * 2.0).floor() / 2.0;
        self.request_count += 1;

        if next_time_bucket > self.last_tx_rate_bucket {
            let current_rate =
                self.request_count as f64 / (next_time_bucket - self.last_tx_rate_bucket);
            self.measured_tx_rate = current_rate * SMOOTH + self.measured_tx_rate * (1.0 - SMOOTH);
            self.request_count = 0;
            self.last_tx_rate_bucket = next_time_bucket;
        }
    }

    fn calculate_time_window(&self) -> f64 {
        let base = (self.last_max_rate * (1.0 - BETA)) / SCALE_CONSTANT;
        base.powf(1.0 / 3.0)
    }

    fn cubic_success(&self, seconds_since_unix_epoch: f64) -> f64 {
        let dt =
            seconds_since_unix_epoch - self.time_of_last_throttle - self.calculate_time_window();
        (SCALE_CONSTANT * dt.powi(3)) + self.last_max_rate
    }
}

fn cubic_throttle(rate_to_use: f64) -> f64 {
    rate_to_use * BETA
}

#[derive(Clone, Debug, Default)]
struct Builder {
    ///The rate at which token are replenished.
    token_refill_rate: Option<f64>,
    ///The maximum capacity allowed in the token bucket.
    maximum_bucket_capacity: Option<f64>,
    ///The current capacity of the token bucket. The minimum this can be is 1.0
    current_bucket_capacity: Option<f64>,
    ///The last time the token bucket was refilled.
    time_of_last_refill: Option<f64>,
    ///The smoothed rate which tokens are being retrieved.
    tokens_retrieved_per_second: Option<f64>,
    ///The last half second time bucket used.
    previous_time_bucket: Option<f64>,
    ///The number of requests seen within the current time bucket.
    request_count: Option<u64>,
    ///Boolean indicating if the token bucket is enabled. The token bucket is initially disabled. When a throttling error is encountered it is enabled.
    enable_throttling: Option<bool>,
    ///The maximum rate when the client was last throttled.
    tokens_retrieved_per_second_at_time_of_last_throttle: Option<f64>,
    ///The last time when the client was throttled.
    time_of_last_throttle: Option<f64>,
}

impl Builder {
    fn new() -> Self {
        Builder::default()
    }
    ///The rate at which token are replenished.
    fn set_token_refill_rate(&mut self, token_refill_rate: Option<f64>) -> &mut Self {
        self.token_refill_rate = token_refill_rate;
        self
    }
    ///The rate at which token are replenished.
    fn token_refill_rate(mut self, token_refill_rate: f64) -> Self {
        self.token_refill_rate = Some(token_refill_rate);
        self
    }
    ///The maximum capacity allowed in the token bucket.
    fn set_maximum_bucket_capacity(&mut self, maximum_bucket_capacity: Option<f64>) -> &mut Self {
        self.maximum_bucket_capacity = maximum_bucket_capacity;
        self
    }
    ///The maximum capacity allowed in the token bucket.
    fn maximum_bucket_capacity(mut self, maximum_bucket_capacity: f64) -> Self {
        self.maximum_bucket_capacity = Some(maximum_bucket_capacity);
        self
    }
    ///The current capacity of the token bucket. The minimum this can be is 1.0
    fn set_current_bucket_capacity(&mut self, current_bucket_capacity: Option<f64>) -> &mut Self {
        self.current_bucket_capacity = current_bucket_capacity;
        self
    }
    ///The current capacity of the token bucket. The minimum this can be is 1.0
    fn current_bucket_capacity(mut self, current_bucket_capacity: f64) -> Self {
        self.current_bucket_capacity = Some(current_bucket_capacity);
        self
    }
    ///The last time the token bucket was refilled.
    fn set_time_of_last_refill(&mut self, time_of_last_refill: Option<f64>) -> &mut Self {
        self.time_of_last_refill = time_of_last_refill;
        self
    }
    ///The last time the token bucket was refilled.
    fn time_of_last_refill(mut self, time_of_last_refill: f64) -> Self {
        self.time_of_last_refill = Some(time_of_last_refill);
        self
    }
    ///The smoothed rate which tokens are being retrieved.
    fn set_tokens_retrieved_per_second(
        &mut self,
        tokens_retrieved_per_second: Option<f64>,
    ) -> &mut Self {
        self.tokens_retrieved_per_second = tokens_retrieved_per_second;
        self
    }
    ///The smoothed rate which tokens are being retrieved.
    fn tokens_retrieved_per_second(mut self, tokens_retrieved_per_second: f64) -> Self {
        self.tokens_retrieved_per_second = Some(tokens_retrieved_per_second);
        self
    }
    ///The last half second time bucket used.
    fn set_previous_time_bucket(&mut self, previous_time_bucket: Option<f64>) -> &mut Self {
        self.previous_time_bucket = previous_time_bucket;
        self
    }
    ///The last half second time bucket used.
    fn previous_time_bucket(mut self, previous_time_bucket: f64) -> Self {
        self.previous_time_bucket = Some(previous_time_bucket);
        self
    }
    ///The number of requests seen within the current time bucket.
    fn set_request_count(&mut self, request_count: Option<u64>) -> &mut Self {
        self.request_count = request_count;
        self
    }
    ///The number of requests seen within the current time bucket.
    fn request_count(mut self, request_count: u64) -> Self {
        self.request_count = Some(request_count);
        self
    }
    ///Boolean indicating if the token bucket is enabled. The token bucket is initially disabled. When a throttling error is encountered it is enabled.
    fn set_enable_throttling(&mut self, enable_throttling: Option<bool>) -> &mut Self {
        self.enable_throttling = enable_throttling;
        self
    }
    ///Boolean indicating if the token bucket is enabled. The token bucket is initially disabled. When a throttling error is encountered it is enabled.
    fn enable_throttling(mut self, enable_throttling: bool) -> Self {
        self.enable_throttling = Some(enable_throttling);
        self
    }
    ///The maximum rate when the client was last throttled.
    fn set_tokens_retrieved_per_second_at_time_of_last_throttle(
        &mut self,
        tokens_retrieved_per_second_at_time_of_last_throttle: Option<f64>,
    ) -> &mut Self {
        self.tokens_retrieved_per_second_at_time_of_last_throttle =
            tokens_retrieved_per_second_at_time_of_last_throttle;
        self
    }
    ///The maximum rate when the client was last throttled.
    fn tokens_retrieved_per_second_at_time_of_last_throttle(
        mut self,
        tokens_retrieved_per_second_at_time_of_last_throttle: f64,
    ) -> Self {
        self.tokens_retrieved_per_second_at_time_of_last_throttle =
            Some(tokens_retrieved_per_second_at_time_of_last_throttle);
        self
    }
    ///The last time when the client was throttled.
    fn set_time_of_last_throttle(&mut self, time_of_last_throttle: Option<f64>) -> &mut Self {
        self.time_of_last_throttle = time_of_last_throttle;
        self
    }
    ///The last time when the client was throttled.
    fn time_of_last_throttle(mut self, time_of_last_throttle: f64) -> Self {
        self.time_of_last_throttle = Some(time_of_last_throttle);
        self
    }

    fn build(self) -> ClientRateLimiter {
        ClientRateLimiter {
            inner: Arc::new(Mutex::new(Inner {
                fill_rate: self.token_refill_rate.unwrap_or_default(),
                max_capacity: self.maximum_bucket_capacity.unwrap_or(f64::MAX),
                current_capacity: self.current_bucket_capacity.unwrap_or_default(),
                last_timestamp: self.time_of_last_refill,
                enabled: self.enable_throttling.unwrap_or_default(),
                measured_tx_rate: self.tokens_retrieved_per_second.unwrap_or_default(),
                last_tx_rate_bucket: self.previous_time_bucket.unwrap_or_default(),
                request_count: self.request_count.unwrap_or_default(),
                last_max_rate: self
                    .tokens_retrieved_per_second_at_time_of_last_throttle
                    .unwrap_or_default(),
                time_of_last_throttle: self.time_of_last_throttle.unwrap_or_default(),
            })),
        }
    }
}

#[cfg(test)]
mod tests {
    use super::{cubic_throttle, ClientRateLimiter};
    use crate::client::retries::client_rate_limiter::RequestReason;
    use approx::assert_relative_eq;
    use aws_smithy_async::rt::sleep::AsyncSleep;
    use aws_smithy_async::test_util::instant_time_and_sleep;
    use std::time::{Duration, SystemTime};

    const ONE_SECOND: Duration = Duration::from_secs(1);
    const TWO_HUNDRED_MILLISECONDS: Duration = Duration::from_millis(200);

    #[test]
    fn should_match_beta_decrease() {
        let new_rate = cubic_throttle(10.0);
        assert_relative_eq!(new_rate, 7.0);

        let rate_limiter = ClientRateLimiter::builder()
            .tokens_retrieved_per_second_at_time_of_last_throttle(10.0)
            .time_of_last_throttle(1.0)
            .build();

        rate_limiter.inner.lock().unwrap().calculate_time_window();
        let new_rate = rate_limiter.inner.lock().unwrap().cubic_success(1.0);
        assert_relative_eq!(new_rate, 7.0);
    }

    #[tokio::test]
    async fn throttling_is_enabled_once_throttling_error_is_received() {
        let rate_limiter = ClientRateLimiter::builder()
            .previous_time_bucket(0.0)
            .time_of_last_throttle(0.0)
            .build();

        assert!(
            !rate_limiter.inner.lock().unwrap().enabled,
            "rate_limiter should be disabled by default"
        );
        rate_limiter.update_rate_limiter(0.0, true);
        assert!(
            rate_limiter.inner.lock().unwrap().enabled,
            "rate_limiter should be enabled after throttling error"
        );
    }

    #[tokio::test]
    async fn test_calculated_rate_with_successes() {
        let rate_limiter = ClientRateLimiter::builder()
            .time_of_last_throttle(5.0)
            .tokens_retrieved_per_second_at_time_of_last_throttle(10.0)
            .build();

        struct Attempt {
            seconds_since_unix_epoch: f64,
            expected_calculated_rate: f64,
        }

        let attempts = [
            Attempt {
                seconds_since_unix_epoch: 5.0,
                expected_calculated_rate: 7.0,
            },
            Attempt {
                seconds_since_unix_epoch: 6.0,
                expected_calculated_rate: 9.64893600966,
            },
            Attempt {
                seconds_since_unix_epoch: 7.0,
                expected_calculated_rate: 10.000030849917364,
            },
            Attempt {
                seconds_since_unix_epoch: 8.0,
                expected_calculated_rate: 10.453284520772092,
            },
            Attempt {
                seconds_since_unix_epoch: 9.0,
                expected_calculated_rate: 13.408697022224185,
            },
            Attempt {
                seconds_since_unix_epoch: 10.0,
                expected_calculated_rate: 21.26626835427364,
            },
            Attempt {
                seconds_since_unix_epoch: 11.0,
                expected_calculated_rate: 36.425998516920465,
            },
        ];

        // Think this test is a little strange? I ported the test from Go v2, and this is how it
        // was implemented. See for yourself:
        // https://github.com/aws/aws-sdk-go-v2/blob/844ff45cdc76182229ad098c95bf3f5ab8c20e9f/aws/retry/adaptive_ratelimit_test.go#L97
        for attempt in attempts {
            rate_limiter.inner.lock().unwrap().calculate_time_window();
            let calculated_rate = rate_limiter
                .inner
                .lock()
                .unwrap()
                .cubic_success(attempt.seconds_since_unix_epoch);

            assert_relative_eq!(attempt.expected_calculated_rate, calculated_rate);
        }
    }

    #[tokio::test]
    async fn test_calculated_rate_with_throttles() {
        let rate_limiter = ClientRateLimiter::builder()
            .tokens_retrieved_per_second_at_time_of_last_throttle(10.0)
            .time_of_last_throttle(5.0)
            .build();

        struct Attempt {
            throttled: bool,
            seconds_since_unix_epoch: f64,
            expected_calculated_rate: f64,
        }

        let attempts = [
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 5.0,
                expected_calculated_rate: 7.0,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 6.0,
                expected_calculated_rate: 9.64893600966,
            },
            Attempt {
                throttled: true,
                seconds_since_unix_epoch: 7.0,
                expected_calculated_rate: 6.754255206761999,
            },
            Attempt {
                throttled: true,
                seconds_since_unix_epoch: 8.0,
                expected_calculated_rate: 4.727978644733399,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 9.0,
                expected_calculated_rate: 4.670125557970046,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 10.0,
                expected_calculated_rate: 4.770870456867401,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 11.0,
                expected_calculated_rate: 6.011819748005445,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 12.0,
                expected_calculated_rate: 10.792973431384178,
            },
        ];

        // Think this test is a little strange? I ported the test from Go v2, and this is how it
        // was implemented. See for yourself:
        // https://github.com/aws/aws-sdk-go-v2/blob/844ff45cdc76182229ad098c95bf3f5ab8c20e9f/aws/retry/adaptive_ratelimit_test.go#L97
        let mut calculated_rate = 0.0;
        for attempt in attempts {
            let mut inner = rate_limiter.inner.lock().unwrap();
            inner.calculate_time_window();
            if attempt.throttled {
                calculated_rate = cubic_throttle(calculated_rate);
                inner.time_of_last_throttle = attempt.seconds_since_unix_epoch;
                inner.last_max_rate = calculated_rate;
            } else {
                calculated_rate = inner.cubic_success(attempt.seconds_since_unix_epoch);
            };

            assert_relative_eq!(attempt.expected_calculated_rate, calculated_rate);
        }
    }

    #[tokio::test]
    async fn test_client_sending_rates() {
        let (_, sleep_impl) = instant_time_and_sleep(SystemTime::UNIX_EPOCH);
        let rate_limiter = ClientRateLimiter::builder().build();

        struct Attempt {
            throttled: bool,
            seconds_since_unix_epoch: f64,
            expected_tokens_retrieved_per_second: f64,
            expected_token_refill_rate: f64,
        }

        let attempts = [
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 0.2,
                expected_tokens_retrieved_per_second: 0.000000,
                expected_token_refill_rate: 0.500000,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 0.4,
                expected_tokens_retrieved_per_second: 0.000000,
                expected_token_refill_rate: 0.500000,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 0.6,
                expected_tokens_retrieved_per_second: 4.800000000000001,
                expected_token_refill_rate: 0.500000,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 0.8,
                expected_tokens_retrieved_per_second: 4.800000000000001,
                expected_token_refill_rate: 0.500000,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 1.0,
                expected_tokens_retrieved_per_second: 4.160000,
                expected_token_refill_rate: 0.500000,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 1.2,
                expected_tokens_retrieved_per_second: 4.160000,
                expected_token_refill_rate: 0.691200,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 1.4,
                expected_tokens_retrieved_per_second: 4.160000,
                expected_token_refill_rate: 1.0975999999999997,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 1.6,
                expected_tokens_retrieved_per_second: 5.632000000000001,
                expected_token_refill_rate: 1.6384000000000005,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 1.8,
                expected_tokens_retrieved_per_second: 5.632000000000001,
                expected_token_refill_rate: 2.332800,
            },
            Attempt {
                throttled: true,
                seconds_since_unix_epoch: 2.0,
                expected_tokens_retrieved_per_second: 4.326400,
                expected_token_refill_rate: 3.0284799999999996,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 2.2,
                expected_tokens_retrieved_per_second: 4.326400,
                expected_token_refill_rate: 3.48663917347026,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 2.4,
                expected_tokens_retrieved_per_second: 4.326400,
                expected_token_refill_rate: 3.821874416040255,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 2.6,
                expected_tokens_retrieved_per_second: 5.665280,
                expected_token_refill_rate: 4.053385727709987,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 2.8,
                expected_tokens_retrieved_per_second: 5.665280,
                expected_token_refill_rate: 4.200373108479454,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 3.0,
                expected_tokens_retrieved_per_second: 4.333056,
                expected_token_refill_rate: 4.282036558348658,
            },
            Attempt {
                throttled: true,
                seconds_since_unix_epoch: 3.2,
                expected_tokens_retrieved_per_second: 4.333056,
                expected_token_refill_rate: 2.99742559084406,
            },
            Attempt {
                throttled: false,
                seconds_since_unix_epoch: 3.4,
                expected_tokens_retrieved_per_second: 4.333056,
                expected_token_refill_rate: 3.4522263943863463,
            },
        ];

        for attempt in attempts {
            sleep_impl.sleep(TWO_HUNDRED_MILLISECONDS).await;
            assert_eq!(
                attempt.seconds_since_unix_epoch,
                sleep_impl.total_duration().as_secs_f64()
            );

            rate_limiter.update_rate_limiter(attempt.seconds_since_unix_epoch, attempt.throttled);
            assert_relative_eq!(
                attempt.expected_tokens_retrieved_per_second,
                rate_limiter.inner.lock().unwrap().measured_tx_rate
            );
            assert_relative_eq!(
                attempt.expected_token_refill_rate,
                rate_limiter.inner.lock().unwrap().fill_rate
            );
        }
    }

    // This test is only testing that we don't fail basic math and panic. It does include an
    // element of randomness, but no duration between >= 0.0s and <= 1.0s will ever cause a panic.
    //
    // Because the cost of sending an individual request is 1.0, and because the minimum capacity is
    // also 1.0, we will never encounter a situation where we run out of tokens.
    #[tokio::test]
    async fn test_when_throttling_is_enabled_requests_can_still_be_sent() {
        let (time_source, sleep_impl) = instant_time_and_sleep(SystemTime::UNIX_EPOCH);
        let crl = ClientRateLimiter::builder()
            .time_of_last_throttle(0.0)
            .previous_time_bucket(0.0)
            .build();

        // Start by recording a throttling error
        crl.update_rate_limiter(0.0, true);

        for _i in 0..100 {
            // advance time by a random amount (up to 1s) each iteration
            let duration = Duration::from_secs_f64(fastrand::f64());
            sleep_impl.sleep(duration).await;
            if let Err(delay) = crl.acquire_permission_to_send_a_request(
                time_source.seconds_since_unix_epoch(),
                RequestReason::InitialRequest,
            ) {
                sleep_impl.sleep(delay).await;
            }

            // Assume all further requests succeed on the first try
            crl.update_rate_limiter(time_source.seconds_since_unix_epoch(), false);
        }

        let inner = crl.inner.lock().unwrap();
        assert!(inner.enabled, "the rate limiter should still be enabled");
        // Assert that the rate limiter respects the passage of time.
        assert_relative_eq!(
            inner.last_timestamp.unwrap(),
            sleep_impl.total_duration().as_secs_f64(),
            max_relative = 0.0001
        );
    }
}