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
use super::{DataLoader, DataLoaderIterator, Progress};
use std::sync::{mpsc, Arc};
use std::thread;

const MAX_QUEUED_ITEMS: usize = 100;

/// A multi-threaded data loader that can be used to iterate over a dataset.
pub struct MultiThreadDataLoader<O> {
    dataloaders: Vec<Arc<dyn DataLoader<O> + Send + Sync>>,
}

/// A message that can be sent between threads.
#[derive(Debug)]
pub enum Message<O> {
    /// A batch of items.
    Batch(usize, O, Progress),

    /// The thread is done.
    Done,
}

struct MultiThreadsDataloaderIterator<O> {
    num_done: usize,
    workers: Vec<thread::JoinHandle<()>>,
    receiver: mpsc::Receiver<Message<O>>,
    progresses: Vec<Progress>,
}

impl<O> MultiThreadDataLoader<O> {
    /// Creates a new multi-threaded data loader.
    ///
    /// # Arguments
    ///
    /// * `dataloaders` - The data loaders.
    ///
    /// # Returns
    ///
    /// The multi-threaded data loader.
    pub fn new(dataloaders: Vec<Arc<dyn DataLoader<O> + Send + Sync>>) -> Self {
        Self { dataloaders }
    }
}

impl<O> DataLoader<O> for MultiThreadDataLoader<O>
where
    O: Send + 'static + std::fmt::Debug,
{
    fn iter<'a>(&'a self) -> Box<dyn DataLoaderIterator<O> + 'a> {
        let (sender, receiver) = mpsc::sync_channel::<Message<O>>(MAX_QUEUED_ITEMS);

        let mut progresses = Vec::with_capacity(self.dataloaders.len());

        let handlers: Vec<_> = self
            .dataloaders
            .clone()
            .into_iter()
            .enumerate()
            .map(|(index, dataloader)| {
                let dataloader_cloned = dataloader;
                let sender_cloned = sender.clone();
                progresses.push(Progress::new(0, dataloader_cloned.num_items()));

                thread::spawn(move || {
                    let mut iterator = dataloader_cloned.iter();
                    while let Some(item) = iterator.next() {
                        let progress = iterator.progress();

                        match sender_cloned.send(Message::Batch(index, item, progress)) {
                            Ok(_) => {}
                            // The receiver is probably gone, no need to panic, just need to stop
                            // iterating.
                            Err(_) => return,
                        };
                    }
                    // Same thing.
                    sender_cloned.send(Message::Done).ok();
                })
            })
            .collect();

        Box::new(MultiThreadsDataloaderIterator::new(
            receiver, handlers, progresses,
        ))
    }

    fn num_items(&self) -> usize {
        self.dataloaders.iter().map(|dl| dl.num_items()).sum()
    }
}

impl<O> MultiThreadsDataloaderIterator<O> {
    pub fn new(
        receiver: mpsc::Receiver<Message<O>>,
        workers: Vec<thread::JoinHandle<()>>,
        progresses: Vec<Progress>,
    ) -> Self {
        MultiThreadsDataloaderIterator {
            num_done: 0,
            workers,
            receiver,
            progresses,
        }
    }
}
impl<O: std::fmt::Debug> DataLoaderIterator<O> for MultiThreadsDataloaderIterator<O> {
    fn progress(&self) -> Progress {
        let mut items_total = 0;
        let mut items_processed = 0;

        for progress in self.progresses.iter() {
            items_total += progress.items_total;
            items_processed += progress.items_processed;
        }

        Progress::new(items_processed, items_total)
    }
}

impl<O: std::fmt::Debug> Iterator for MultiThreadsDataloaderIterator<O> {
    type Item = O;

    fn next(&mut self) -> Option<O> {
        if self.workers.is_empty() {
            return None;
        }

        loop {
            let item = self.receiver.recv();
            let item = item.unwrap();

            match item {
                Message::Batch(index, item, progress) => {
                    if let Some(current) = self.progresses.get_mut(index) {
                        *current = progress;
                    }
                    return Some(item);
                }
                Message::Done => {
                    self.num_done += 1;
                }
            };

            if self.num_done == self.workers.len() {
                while let Some(worker) = self.workers.pop() {
                    worker.join().unwrap();
                }
                return None;
            }
        }
    }
}