datafusion-physical-plan 53.1.0

Physical (ExecutionPlan) implementations for DataFusion query engine
Documentation
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
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
// Licensed to the Apache Software Foundation (ASF) under one
// or more contributor license agreements.  See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership.  The ASF licenses this file
// to you 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.

//! Special channel construction to distribute data from various inputs into N outputs
//! minimizing buffering but preventing deadlocks when repartitioning
//!
//! # Design
//!
//! ```text
//! +----+      +------+
//! | TX |==||  | Gate |
//! +----+  ||  |      |  +--------+  +----+
//!         ====|      |==| Buffer |==| RX |
//! +----+  ||  |      |  +--------+  +----+
//! | TX |==||  |      |
//! +----+      |      |
//!             |      |
//! +----+      |      |  +--------+  +----+
//! | TX |======|      |==| Buffer |==| RX |
//! +----+      +------+  +--------+  +----+
//! ```
//!
//! There are `N` virtual MPSC (multi-producer, single consumer) channels with unbounded capacity. However, if all
//! buffers/channels are non-empty, than a global gate will be closed preventing new data from being written (the
//! sender futures will be [pending](Poll::Pending)) until at least one channel is empty (and not closed).
use std::{
    collections::VecDeque,
    future::Future,
    ops::DerefMut,
    pin::Pin,
    sync::{
        Arc,
        atomic::{AtomicUsize, Ordering},
    },
    task::{Context, Poll, Waker},
};

use parking_lot::Mutex;

/// Create `n` empty channels.
pub fn channels<T>(
    n: usize,
) -> (Vec<DistributionSender<T>>, Vec<DistributionReceiver<T>>) {
    let channels = (0..n)
        .map(|id| Arc::new(Channel::new_with_one_sender(id)))
        .collect::<Vec<_>>();
    let gate = Arc::new(Gate {
        empty_channels: AtomicUsize::new(n),
        send_wakers: Mutex::new(None),
    });
    let senders = channels
        .iter()
        .map(|channel| DistributionSender {
            channel: Arc::clone(channel),
            gate: Arc::clone(&gate),
        })
        .collect();
    let receivers = channels
        .into_iter()
        .map(|channel| DistributionReceiver {
            channel,
            gate: Arc::clone(&gate),
        })
        .collect();
    (senders, receivers)
}

type PartitionAwareSenders<T> = Vec<Vec<DistributionSender<T>>>;
type PartitionAwareReceivers<T> = Vec<Vec<DistributionReceiver<T>>>;

/// Create `n_out` empty channels for each of the `n_in` inputs.
/// This way, each distinct partition will communicate via a dedicated channel.
/// This SPSC structure enables us to track which partition input data comes from.
pub fn partition_aware_channels<T>(
    n_in: usize,
    n_out: usize,
) -> (PartitionAwareSenders<T>, PartitionAwareReceivers<T>) {
    (0..n_in).map(|_| channels(n_out)).unzip()
}

/// Erroring during [send](DistributionSender::send).
///
/// This occurs when the [receiver](DistributionReceiver) is gone.
#[derive(PartialEq, Eq)]
pub struct SendError<T>(pub T);

impl<T> std::fmt::Debug for SendError<T> {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        f.debug_tuple("SendError").finish()
    }
}

impl<T> std::fmt::Display for SendError<T> {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        write!(f, "cannot send data, receiver is gone")
    }
}

impl<T> std::error::Error for SendError<T> {}

/// Sender side of distribution [channels].
///
/// This handle can be cloned. All clones will write into the same channel. Dropping the last sender will close the
/// channel. In this case, the [receiver](DistributionReceiver) will still be able to poll the remaining data, but will
/// receive `None` afterwards.
#[derive(Debug)]
pub struct DistributionSender<T> {
    /// To prevent lock inversion / deadlock, channel lock is always acquired prior to gate lock
    channel: SharedChannel<T>,
    gate: SharedGate,
}

impl<T> DistributionSender<T> {
    /// Send data.
    ///
    /// This fails if the [receiver](DistributionReceiver) is gone.
    pub fn send(&self, element: T) -> SendFuture<'_, T> {
        SendFuture {
            channel: &self.channel,
            gate: &self.gate,
            element: Box::new(Some(element)),
        }
    }
}

impl<T> Clone for DistributionSender<T> {
    fn clone(&self) -> Self {
        self.channel.n_senders.fetch_add(1, Ordering::SeqCst);

        Self {
            channel: Arc::clone(&self.channel),
            gate: Arc::clone(&self.gate),
        }
    }
}

impl<T> Drop for DistributionSender<T> {
    fn drop(&mut self) {
        let n_senders_pre = self.channel.n_senders.fetch_sub(1, Ordering::SeqCst);
        // is the last copy of the sender side?
        if n_senders_pre > 1 {
            return;
        }

        let receivers = {
            let mut state = self.channel.state.lock();

            // During the shutdown of a empty channel, both the sender and the receiver side will be dropped. However we
            // only want to decrement the "empty channels" counter once.
            //
            // We are within a critical section here, so we we can safely assume that either the last sender or the
            // receiver (there's only one) will be dropped first.
            //
            // If the last sender is dropped first, `state.data` will still exists and the sender side decrements the
            // signal. The receiver side then MUST check the `n_senders` counter during the section and if it is zero,
            // it infers that it is dropped afterwards and MUST NOT decrement the counter.
            //
            // If the receiver end is dropped first, it will infer -- based on `n_senders` -- that there are still
            // senders and it will decrement the `empty_channels` counter. It will also set `data` to `None`. The sender
            // side will then see that `data` is `None` and can therefore infer that the receiver end was dropped, and
            // hence it MUST NOT decrement the `empty_channels` counter.
            if state
                .data
                .as_ref()
                .map(|data| data.is_empty())
                .unwrap_or_default()
            {
                // channel is gone, so we need to clear our signal
                self.gate.decr_empty_channels();
            }

            // make sure that nobody can add wakers anymore
            state.recv_wakers.take().expect("not closed yet")
        };

        // wake outside of lock scope
        for recv in receivers {
            recv.wake();
        }
    }
}

/// Future backing [send](DistributionSender::send).
#[derive(Debug)]
pub struct SendFuture<'a, T> {
    channel: &'a SharedChannel<T>,
    gate: &'a SharedGate,
    // the additional Box is required for `Self: Unpin`
    element: Box<Option<T>>,
}

impl<T> Future for SendFuture<'_, T> {
    type Output = Result<(), SendError<T>>;

    fn poll(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Self::Output> {
        let this = &mut *self;
        assert!(this.element.is_some(), "polled ready future");

        // lock scope
        let to_wake = {
            let mut guard_channel_state = this.channel.state.lock();

            let Some(data) = guard_channel_state.data.as_mut() else {
                // receiver end dead
                return Poll::Ready(Err(SendError(
                    this.element.take().expect("just checked"),
                )));
            };

            // does ANY receiver need data?
            // if so, allow sender to create another
            if this.gate.empty_channels.load(Ordering::SeqCst) == 0 {
                let mut guard = this.gate.send_wakers.lock();
                if let Some(send_wakers) = guard.deref_mut() {
                    send_wakers.push((cx.waker().clone(), this.channel.id));
                    return Poll::Pending;
                }
            }

            let was_empty = data.is_empty();
            data.push_back(this.element.take().expect("just checked"));

            if was_empty {
                this.gate.decr_empty_channels();
                guard_channel_state.take_recv_wakers()
            } else {
                Vec::with_capacity(0)
            }
        };

        // wake outside of lock scope
        for receiver in to_wake {
            receiver.wake();
        }

        Poll::Ready(Ok(()))
    }
}

/// Receiver side of distribution [channels].
#[derive(Debug)]
pub struct DistributionReceiver<T> {
    channel: SharedChannel<T>,
    gate: SharedGate,
}

impl<T> DistributionReceiver<T> {
    /// Receive data from channel.
    ///
    /// Returns `None` if the channel is empty and no [senders](DistributionSender) are left.
    pub fn recv(&mut self) -> RecvFuture<'_, T> {
        RecvFuture {
            channel: &mut self.channel,
            gate: &mut self.gate,
            rdy: false,
        }
    }
}

impl<T> Drop for DistributionReceiver<T> {
    fn drop(&mut self) {
        let mut guard_channel_state = self.channel.state.lock();
        let data = guard_channel_state.data.take().expect("not dropped yet");

        // See `DistributedSender::drop` for an explanation of the drop order and when the "empty channels" counter is
        // decremented.
        if data.is_empty() && (self.channel.n_senders.load(Ordering::SeqCst) > 0) {
            // channel is gone, so we need to clear our signal
            self.gate.decr_empty_channels();
        }

        // senders may be waiting for gate to open but should error now that the channel is closed
        self.gate.wake_channel_senders(self.channel.id);
    }
}

/// Future backing [recv](DistributionReceiver::recv).
pub struct RecvFuture<'a, T> {
    channel: &'a mut SharedChannel<T>,
    gate: &'a mut SharedGate,
    rdy: bool,
}

impl<T> Future for RecvFuture<'_, T> {
    type Output = Option<T>;

    fn poll(mut self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll<Self::Output> {
        let this = &mut *self;
        assert!(!this.rdy, "polled ready future");

        let mut guard_channel_state = this.channel.state.lock();
        let channel_state = guard_channel_state.deref_mut();
        let data = channel_state.data.as_mut().expect("not dropped yet");

        match data.pop_front() {
            Some(element) => {
                // change "empty" signal for this channel?
                if data.is_empty() && channel_state.recv_wakers.is_some() {
                    // update counter
                    let old_counter =
                        this.gate.empty_channels.fetch_add(1, Ordering::SeqCst);

                    // open gate?
                    let to_wake = if old_counter == 0 {
                        let mut guard = this.gate.send_wakers.lock();

                        // check after lock to see if we should still change the state
                        if this.gate.empty_channels.load(Ordering::SeqCst) > 0 {
                            guard.take().unwrap_or_default()
                        } else {
                            Vec::with_capacity(0)
                        }
                    } else {
                        Vec::with_capacity(0)
                    };

                    drop(guard_channel_state);

                    // wake outside of lock scope
                    for (waker, _channel_id) in to_wake {
                        waker.wake();
                    }
                }

                this.rdy = true;
                Poll::Ready(Some(element))
            }
            None => {
                if let Some(recv_wakers) = channel_state.recv_wakers.as_mut() {
                    recv_wakers.push(cx.waker().clone());
                    Poll::Pending
                } else {
                    this.rdy = true;
                    Poll::Ready(None)
                }
            }
        }
    }
}

/// Links senders and receivers.
#[derive(Debug)]
struct Channel<T> {
    /// Reference counter for the sender side.
    n_senders: AtomicUsize,

    /// Channel ID.
    ///
    /// This is used to address [send wakers](Gate::send_wakers).
    id: usize,

    /// Mutable state.
    state: Mutex<ChannelState<T>>,
}

impl<T> Channel<T> {
    /// Create new channel with one sender (so we don't need to [fetch-add](AtomicUsize::fetch_add) directly afterwards).
    fn new_with_one_sender(id: usize) -> Self {
        Channel {
            n_senders: AtomicUsize::new(1),
            id,
            state: Mutex::new(ChannelState {
                data: Some(VecDeque::default()),
                recv_wakers: Some(Vec::default()),
            }),
        }
    }
}

#[derive(Debug)]
struct ChannelState<T> {
    /// Buffered data.
    ///
    /// This is [`None`] when the receiver is gone.
    data: Option<VecDeque<T>>,

    /// Wakers for the receiver side.
    ///
    /// The receiver will be pending if the [buffer](Self::data) is empty and
    /// there are senders left (otherwise this is set to [`None`]).
    recv_wakers: Option<Vec<Waker>>,
}

impl<T> ChannelState<T> {
    /// Get all [`recv_wakers`](Self::recv_wakers) and replace with identically-sized buffer.
    ///
    /// The wakers should be woken AFTER the lock to [this state](Self) was dropped.
    ///
    /// # Panics
    /// Assumes that channel is NOT closed yet, i.e. that [`recv_wakers`](Self::recv_wakers) is not [`None`].
    fn take_recv_wakers(&mut self) -> Vec<Waker> {
        let to_wake = self.recv_wakers.as_mut().expect("not closed");
        let mut tmp = Vec::with_capacity(to_wake.capacity());
        std::mem::swap(to_wake, &mut tmp);
        tmp
    }
}

/// Shared channel.
///
/// One or multiple senders and a single receiver will share a channel.
type SharedChannel<T> = Arc<Channel<T>>;

/// The "all channels have data" gate.
#[derive(Debug)]
struct Gate {
    /// Number of currently empty (and still open) channels.
    empty_channels: AtomicUsize,

    /// Wakers for the sender side, including their channel IDs.
    ///
    /// This is `None` if the there are non-empty channels.
    send_wakers: Mutex<Option<Vec<(Waker, usize)>>>,
}

impl Gate {
    /// Wake senders for a specific channel.
    ///
    /// This is helpful to signal that the receiver side is gone and the senders shall now error.
    fn wake_channel_senders(&self, id: usize) {
        // lock scope
        let to_wake = {
            let mut guard = self.send_wakers.lock();

            if let Some(send_wakers) = guard.deref_mut() {
                // `drain_filter` is unstable, so implement our own
                let (wake, keep) =
                    send_wakers.drain(..).partition(|(_waker, id2)| id == *id2);

                *send_wakers = keep;

                wake
            } else {
                Vec::with_capacity(0)
            }
        };

        // wake outside of lock scope
        for (waker, _id) in to_wake {
            waker.wake();
        }
    }

    fn decr_empty_channels(&self) {
        let old_count = self.empty_channels.fetch_sub(1, Ordering::SeqCst);

        if old_count == 1 {
            let mut guard = self.send_wakers.lock();

            // double-check state during lock
            if self.empty_channels.load(Ordering::SeqCst) == 0 && guard.is_none() {
                *guard = Some(Vec::new());
            }
        }
    }
}

/// Gate shared by all senders and receivers.
type SharedGate = Arc<Gate>;

#[cfg(test)]
mod tests {
    use std::sync::atomic::AtomicBool;

    use futures::{FutureExt, task::ArcWake};

    use super::*;

    #[test]
    fn test_single_channel_no_gate() {
        // use two channels so that the first one never hits the gate
        let (mut txs, mut rxs) = channels(2);

        let mut recv_fut = rxs[0].recv();
        let waker = poll_pending(&mut recv_fut);

        poll_ready(&mut txs[0].send("foo")).unwrap();
        assert!(waker.woken());
        assert_eq!(poll_ready(&mut recv_fut), Some("foo"),);

        poll_ready(&mut txs[0].send("bar")).unwrap();
        poll_ready(&mut txs[0].send("baz")).unwrap();
        poll_ready(&mut txs[0].send("end")).unwrap();
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("bar"),);
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("baz"),);

        // close channel
        txs.remove(0);
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("end"),);
        assert_eq!(poll_ready(&mut rxs[0].recv()), None,);
        assert_eq!(poll_ready(&mut rxs[0].recv()), None,);
    }

    #[test]
    fn test_multi_sender() {
        // use two channels so that the first one never hits the gate
        let (txs, mut rxs) = channels(2);

        let tx_clone = txs[0].clone();

        poll_ready(&mut txs[0].send("foo")).unwrap();
        poll_ready(&mut tx_clone.send("bar")).unwrap();

        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("foo"),);
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("bar"),);
    }

    #[test]
    fn test_gate() {
        let (txs, mut rxs) = channels(2);

        // gate initially open
        poll_ready(&mut txs[0].send("0_a")).unwrap();

        // gate still open because channel 1 is still empty
        poll_ready(&mut txs[0].send("0_b")).unwrap();

        // gate still open because channel 1 is still empty prior to this call, so this call still goes through
        poll_ready(&mut txs[1].send("1_a")).unwrap();

        // both channels non-empty => gate closed

        let mut send_fut = txs[1].send("1_b");
        let waker = poll_pending(&mut send_fut);

        // drain channel 0
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("0_a"),);
        poll_pending(&mut send_fut);
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("0_b"),);

        // channel 0 empty => gate open
        assert!(waker.woken());
        poll_ready(&mut send_fut).unwrap();
    }

    #[test]
    fn test_close_channel_by_dropping_tx() {
        let (mut txs, mut rxs) = channels(2);

        let tx0 = txs.remove(0);
        let tx1 = txs.remove(0);
        let tx0_clone = tx0.clone();

        let mut recv_fut = rxs[0].recv();

        poll_ready(&mut tx1.send("a")).unwrap();
        let recv_waker = poll_pending(&mut recv_fut);

        // drop original sender
        drop(tx0);

        // not yet closed (there's a clone left)
        assert!(!recv_waker.woken());
        poll_ready(&mut tx1.send("b")).unwrap();
        let recv_waker = poll_pending(&mut recv_fut);

        // create new clone
        let tx0_clone2 = tx0_clone.clone();
        assert!(!recv_waker.woken());
        poll_ready(&mut tx1.send("c")).unwrap();
        let recv_waker = poll_pending(&mut recv_fut);

        // drop first clone
        drop(tx0_clone);
        assert!(!recv_waker.woken());
        poll_ready(&mut tx1.send("d")).unwrap();
        let recv_waker = poll_pending(&mut recv_fut);

        // drop last clone
        drop(tx0_clone2);

        // channel closed => also close gate
        poll_pending(&mut tx1.send("e"));
        assert!(recv_waker.woken());
        assert_eq!(poll_ready(&mut recv_fut), None,);
    }

    #[test]
    fn test_close_channel_by_dropping_rx_on_open_gate() {
        let (txs, mut rxs) = channels(2);

        let rx0 = rxs.remove(0);
        let _rx1 = rxs.remove(0);

        poll_ready(&mut txs[1].send("a")).unwrap();

        // drop receiver => also close gate
        drop(rx0);

        poll_pending(&mut txs[1].send("b"));
        assert_eq!(poll_ready(&mut txs[0].send("foo")), Err(SendError("foo")),);
    }

    #[test]
    fn test_close_channel_by_dropping_rx_on_closed_gate() {
        let (txs, mut rxs) = channels(2);

        let rx0 = rxs.remove(0);
        let mut rx1 = rxs.remove(0);

        // fill both channels
        poll_ready(&mut txs[0].send("0_a")).unwrap();
        poll_ready(&mut txs[1].send("1_a")).unwrap();

        let mut send_fut0 = txs[0].send("0_b");
        let mut send_fut1 = txs[1].send("1_b");
        let waker0 = poll_pending(&mut send_fut0);
        let waker1 = poll_pending(&mut send_fut1);

        // drop receiver
        drop(rx0);

        assert!(waker0.woken());
        assert!(!waker1.woken());
        assert_eq!(poll_ready(&mut send_fut0), Err(SendError("0_b")),);

        // gate closed, so cannot send on channel 1
        poll_pending(&mut send_fut1);

        // channel 1 can still receive data
        assert_eq!(poll_ready(&mut rx1.recv()), Some("1_a"),);
    }

    #[test]
    fn test_drop_rx_three_channels() {
        let (mut txs, mut rxs) = channels(3);

        let tx0 = txs.remove(0);
        let tx1 = txs.remove(0);
        let tx2 = txs.remove(0);
        let mut rx0 = rxs.remove(0);
        let rx1 = rxs.remove(0);
        let _rx2 = rxs.remove(0);

        // fill channels
        poll_ready(&mut tx0.send("0_a")).unwrap();
        poll_ready(&mut tx1.send("1_a")).unwrap();
        poll_ready(&mut tx2.send("2_a")).unwrap();

        // drop / close one channel
        drop(rx1);

        // receive data
        assert_eq!(poll_ready(&mut rx0.recv()), Some("0_a"),);

        // use senders again
        poll_ready(&mut tx0.send("0_b")).unwrap();
        assert_eq!(poll_ready(&mut tx1.send("1_b")), Err(SendError("1_b")),);
        poll_pending(&mut tx2.send("2_b"));
    }

    #[test]
    fn test_close_channel_by_dropping_rx_clears_data() {
        let (txs, rxs) = channels(1);

        let obj = Arc::new(());
        let counter = Arc::downgrade(&obj);
        assert_eq!(counter.strong_count(), 1);

        // add object to channel
        poll_ready(&mut txs[0].send(obj)).unwrap();
        assert_eq!(counter.strong_count(), 1);

        // drop receiver
        drop(rxs);

        assert_eq!(counter.strong_count(), 0);
    }

    /// Ensure that polling "pending" futures work even when you poll them too often (which happens under some circumstances).
    #[test]
    fn test_poll_empty_channel_twice() {
        let (txs, mut rxs) = channels(1);

        let mut recv_fut = rxs[0].recv();
        let waker_1a = poll_pending(&mut recv_fut);
        let waker_1b = poll_pending(&mut recv_fut);

        let mut recv_fut = rxs[0].recv();
        let waker_2 = poll_pending(&mut recv_fut);

        poll_ready(&mut txs[0].send("a")).unwrap();
        assert!(waker_1a.woken());
        assert!(waker_1b.woken());
        assert!(waker_2.woken());
        assert_eq!(poll_ready(&mut recv_fut), Some("a"),);

        poll_ready(&mut txs[0].send("b")).unwrap();
        let mut send_fut = txs[0].send("c");
        let waker_3 = poll_pending(&mut send_fut);
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("b"),);
        assert!(waker_3.woken());
        poll_ready(&mut send_fut).unwrap();
        assert_eq!(poll_ready(&mut rxs[0].recv()), Some("c"));

        let mut recv_fut = rxs[0].recv();
        let waker_4 = poll_pending(&mut recv_fut);

        let mut recv_fut = rxs[0].recv();
        let waker_5 = poll_pending(&mut recv_fut);

        poll_ready(&mut txs[0].send("d")).unwrap();
        let mut send_fut = txs[0].send("e");
        let waker_6a = poll_pending(&mut send_fut);
        let waker_6b = poll_pending(&mut send_fut);

        assert!(waker_4.woken());
        assert!(waker_5.woken());
        assert_eq!(poll_ready(&mut recv_fut), Some("d"),);

        assert!(waker_6a.woken());
        assert!(waker_6b.woken());
        poll_ready(&mut send_fut).unwrap();
    }

    #[test]
    #[should_panic(expected = "polled ready future")]
    fn test_panic_poll_send_future_after_ready_ok() {
        let (txs, _rxs) = channels(1);
        let mut fut = txs[0].send("foo");
        poll_ready(&mut fut).unwrap();
        poll_ready(&mut fut).ok();
    }

    #[test]
    #[should_panic(expected = "polled ready future")]
    fn test_panic_poll_send_future_after_ready_err() {
        let (txs, rxs) = channels(1);

        drop(rxs);

        let mut fut = txs[0].send("foo");
        poll_ready(&mut fut).unwrap_err();
        poll_ready(&mut fut).ok();
    }

    #[test]
    #[should_panic(expected = "polled ready future")]
    fn test_panic_poll_recv_future_after_ready_some() {
        let (txs, mut rxs) = channels(1);

        poll_ready(&mut txs[0].send("foo")).unwrap();

        let mut fut = rxs[0].recv();
        poll_ready(&mut fut).unwrap();
        poll_ready(&mut fut);
    }

    #[test]
    #[should_panic(expected = "polled ready future")]
    fn test_panic_poll_recv_future_after_ready_none() {
        let (txs, mut rxs) = channels::<u8>(1);

        drop(txs);

        let mut fut = rxs[0].recv();
        assert!(poll_ready(&mut fut).is_none());
        poll_ready(&mut fut);
    }

    #[test]
    #[should_panic(expected = "future is pending")]
    fn test_meta_poll_ready_wrong_state() {
        let mut fut = futures::future::pending::<u8>();
        poll_ready(&mut fut);
    }

    #[test]
    #[should_panic(expected = "future is ready")]
    fn test_meta_poll_pending_wrong_state() {
        let mut fut = futures::future::ready(1);
        poll_pending(&mut fut);
    }

    /// Test [`poll_pending`] (i.e. the testing utils, not the actual library code).
    #[test]
    fn test_meta_poll_pending_waker() {
        let (tx, mut rx) = futures::channel::oneshot::channel();
        let waker = poll_pending(&mut rx);
        assert!(!waker.woken());
        tx.send(1).unwrap();
        assert!(waker.woken());
    }

    /// Poll a given [`Future`] and ensure it is [ready](Poll::Ready).
    #[track_caller]
    fn poll_ready<F>(fut: &mut F) -> F::Output
    where
        F: Future + Unpin,
    {
        match poll(fut).0 {
            Poll::Ready(x) => x,
            Poll::Pending => panic!("future is pending"),
        }
    }

    /// Poll a given [`Future`] and ensure it is [pending](Poll::Pending).
    ///
    /// Returns a waker that can later be checked.
    #[track_caller]
    fn poll_pending<F>(fut: &mut F) -> Arc<TestWaker>
    where
        F: Future + Unpin,
    {
        let (res, waker) = poll(fut);
        match res {
            Poll::Ready(_) => panic!("future is ready"),
            Poll::Pending => waker,
        }
    }

    fn poll<F>(fut: &mut F) -> (Poll<F::Output>, Arc<TestWaker>)
    where
        F: Future + Unpin,
    {
        let test_waker = Arc::new(TestWaker::default());
        let waker = futures::task::waker(Arc::clone(&test_waker));
        let mut cx = Context::from_waker(&waker);
        let res = fut.poll_unpin(&mut cx);
        (res, test_waker)
    }

    /// A test [`Waker`] that signal if [`wake`](Waker::wake) was called.
    #[derive(Debug, Default)]
    struct TestWaker {
        woken: AtomicBool,
    }

    impl TestWaker {
        /// Was [`wake`](Waker::wake) called?
        fn woken(&self) -> bool {
            self.woken.load(Ordering::SeqCst)
        }
    }

    impl ArcWake for TestWaker {
        fn wake_by_ref(arc_self: &Arc<Self>) {
            arc_self.woken.store(true, Ordering::SeqCst);
        }
    }
}