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Concurrent work-stealing deques.$%\ These data structures are most commonly used in work-stealing schedulers. The typical setup)__ involves a number of threads, each having its own FIFO or LIFO queue (*worker*). There is alsob` one global FIFO queue (*injector*) and a list of references to *worker* queues that are able toc steal tasks (*stealers*).\ We spawn a new task onto the scheduler by pushing it into the *injector* queue. Each worker_` thread waits in a loop until it finds the next task to run and then runs it. To find a task, itcX first looks into its local *worker* queue, and then into the *injector* and *stealers*.[ # Queues Z [`Injector`] is a FIFO queue, where tasks are pushed and stolen from opposite ends. It is]C shared among threads and is usually the entry point for new tasks.F! [`Worker`] has two constructors:$\ * [`new_fifo()`] - Creates a FIFO queue, in which tasks are pushed and popped from opposite_ ends. \ * [`new_lifo()`] - Creates a LIFO queue, in which tasks are pushed and popped from the same_ end. W Each [`Worker`] is owned by a single thread and supports only push and pop operations.Z _ Method [`stealer()`] creates a [`Stealer`] that may be shared among threads and can only steal b\ tasks from its [`Worker`]. Tasks are stolen from the end opposite to where they get pushed. _  # Stealing  ( Steal operations come in three flavors: + " 1. [`steal()`] - Steals one task. %S 2. [`steal_batch()`] - Steals a batch of tasks and moves them into another worker. V` 3. [`steal_batch_and_pop()`] - Steals a batch of tasks, moves them into another queue, and pops c one task from that worker. ! _ In contrast to push and pop operations, stealing can spuriously fail with [`Steal::Retry`], in b4 which case the steal operation needs to be retried.7 # Examples_ Suppose a thread in a work-stealing scheduler is idle and looking for the next task to run. Tob3 find an available task, it might do the following:65 1. Try popping one task from the local worker queue.8A 2. Try stealing a batch of tasks from the global injector queue.DE 3. Try stealing one task from another thread using the stealer list.H2 An implementation of this work-stealing strategy:5 ```2 use crossbeam_deque::{Injector, Stealer, Worker};5 use std::iter; fn find_task( local: &Worker, global: &Injector, stealers: &[Stealer],  ) -> Option {6 // Pop a task from the local queue, if not empty.9 local.pop().or_else(|| { < // Otherwise, we need to look for a task elsewhere.? iter::repeat_with(|| {"D // Try stealing a batch of tasks from the global queue.G. global.steal_batch_and_pop(local)1I // Or try stealing a task from one of the other threads.LJ .or_else(|| stealers.iter().map(|s| s.steal()).collect())M })V // Loop while no task was stolen and any steal operation needs to be retried.Y! .find(|s| !s.is_retry())$5 // Extract the stolen task, if there is one.8# .and_then(|s| s.success())& })  }! [`new_fifo()`]: Worker::new_fifo$! [`new_lifo()`]: Worker::new_lifo$ [`stealer()`]: Worker::stealer" [`steal()`]: Stealer::steal( [`steal_batch()`]: Stealer::steal_batch+8 [`steal_batch_and_pop()`]: Stealer::steal_batch_and_pop;      warnings rust_2018_idioms    unused_assignments unused_variables V> !"#$6>Vmnopqrst|\  " , :% N 8 Zm  Zm  mem , 9  DU V D\ F-AsPA    ',5:CN `m ~+    H      #$  $ $"$%%&' $$2 $$$!))++,-./0 ! $**V   5**K  + 7 772* *:  :7 77:5**57 77:**2237 711 35577~89:66@66@&66B<<=7 75; ; = - A worker queue.&&[ This is a FIFO or LIFO queue that is owned by a single thread, but other threads may steal&^R tasks from it. Task schedulers typically create a single worker queue per thread.'U((( A FIFO worker:(((& use crossbeam_deque::{Steal, Worker};()( let w = Worker::new_fifo();( let s = w.stealer();)) w.push(1);) w.push(2);) w.push(3);))* assert_eq!(s.steal(), Steal::Success(1));)- assert_eq!(w.pop(), Some(2));*! assert_eq!(w.pop(), Some(3));*!** A LIFO worker:****)+ let w = Worker::new_lifo();++++Ѷ+,,,-,!,!--??- z@ABC---!->>\..>>]//>>//>>[0'EE00000GG0HIJKMNOPQ002 Creates a FIFO worker queue.0 00 Tasks are pushed and popped from opposite ends.031111 use crossbeam_deque::Worker;1 2# let w = Worker::::new_fifo();2&22FF H8 Creates a LIFO worker queue.6 6/ Tasks are pushed and popped from the same end.6266777 7# let w = Worker::::new_lifo();7&78FF I=#" Creates a stealer for this queue.;%;= The returned stealer can be shared among threads and cloned.;@<<<<< ==&===7 7 F=F J=?'?7 7$5F?FŠ?z?FKLLLLKsI%I7 7$5FIFII R& Returns `true` if the queue is empty.P)PPP QQQ assert!(w.is_empty());QQ assert!(!w.is_empty());QRR7 7FRFRV* Returns the number of tasks in the deque.S-TTT TTT assert_eq!(w.len(), 0);UU assert_eq!(w.len(), 1);UU assert_eq!(w.len(), 2);UVV7 7$FVF OVY Pushes a task into the queue.W!XXXXX XXYѶYYY7 75FYF PYYc Pops a task from the queue.aaaaab bbbѶbb assert_eq!(w.pop(), Some(1));c!c! assert_eq!(w.pop(), None);ccd7 7FdFdQRRRRQ TTU8777 7 7GGGEGEGEG EGEG+EQ ! >S7SS U$ A stealer handle of a worker queue.Ɓ'& Stealers can be shared among threads.)H Task schedulers typically have a single worker queue per worker thread.K)كѶ-* assert_eq!(s.steal(), Steal::Success(2));„-% assert_eq!(s.steal(), Steal::Empty);(WW Z,W\uXY!VV\ĆĆVV׆([[ (]] __ `abcdef߉ɇ) ܈ assert!(s.is_empty()); assert!(!s.is_empty());Ӊ7 7 ^^ `Ƌ- ݌ assert_eq!(s.len(), 0); assert_eq!(s.len(), 1);ѶՍ assert_eq!(s.len(), 2);7 7 $^^ a Steals a task from the queue.!Ðːא)Ѷđבߑ--7 7 !^^ b8= Steals a batch of tasks and pushes them into another worker.Þ@[ How many tasks exactly will be stolen is not specified. That said, this method will try to^Y steal around half of the tasks in the queue, but also not more than some constant limit.\Ԡܠ  let w1 = Worker::new_fifo();  w1.push(1);ա w1.push(2); w1.push(3); w1.push(4); let s = w1.stealer(); let w2 = Worker::new_fifo();ˢ  let _ = s.steal_batch(&w2); assert_eq!(w2.pop(), Some(1));" assert_eq!(w2.pop(), Some(2));ã" 77 7 7^^ cQJ Steals no more than `limit` of tasks and pushes them into another worker.Må˥^U steal around half of the tasks in the queue, but also not more than the given limit.X ߧ Ȩ w1.push(5);ܨ w1.push(6); ϩ* let _ = s.steal_batch_with_limit(&w2, 2);ש-"" assert_eq!(w2.pop(), None);ת w1.push(7); w1.push(8);\ // Setting a large limit does not guarantee that all elements will be popped. In this case,_^ // half of the elements are currently popped, but the number of popped elements is considereda? // an implementation detail that may be changed in the future.B8 let _ = s.steal_batch_with_limit(&w2, std::usize::MAX);; assert_eq!(w2.len(), 3);77 7 7$^Ǯ^їȮή?\ Steals a batch of tasks, pushes them into another worker, and pops a task from that worker._^\)  ; assert_eq!(s.steal_batch_and_pop(&w2), Steal::Success(1));>"77 7 7!^^ eX\ Steals no more than `limit` of tasks, pushes them into another worker, and pops a task from_ that worker.^X)  I assert_eq!(s.steal_batch_with_limit_and_pop(&w2, 2), Steal::Success(1));L"_aBW assert_eq!(s.steal_batch_with_limit_and_pop(&w2, std::usize::MAX), Steal::Success(3));Z assert_eq!(w2.pop(), Some(4));" assert_eq!(w2.pop(), Some(5));"77 7 7$!^^hh i7 7 gg i!kk l²8Ų777 7 7GGGEGEGEG EGEG+EQ ! >S7jɲj lʲв$$$$Ķ $$۷$uu..wO.$vw ttttÆyyz{xxߺ 7 75xx}}J&O%~||||$ $ܾ߾׿ $$ 7 7ȏ4ȏ$5Ajx>Æ An injector queue._ This is a FIFO queue that can be shared among multiple threads. Task schedulers typically havebA a single injector queue, which is the entry point for new tasks.D( use crossbeam_deque::{Injector, Steal};+ let q = Injector::new(); q.push(1); q.push(2);* assert_eq!(q.steal(), Steal::Success(1));-* assert_eq!(q.steal(), Steal::Success(2));-% assert_eq!(q.steal(), Steal::Empty);( `a<{#*) )      Creates a new injector queue.! use crossbeam_deque::Injector;" let q = Injector::::new();#  ! " let w = Injector::new();Ѷ7 7 5 ! +̎    - - (7 7 ! 87 Steals a batch of tasks and pushes them into a worker.:^\) use crossbeam_deque::{Injector, Worker};,ޅ̎    q.push(3); q.push(4);ӆۆ let _ = q.steal_batch(&w);!ȇ! 77 7 7 Q< Steals no more than of tasks and pushes them into a worker.?^\ ,̎     nj q.push(5);ڌ q.push(6);) let _ = q.steal_batch_with_limit(&w, 2);,ݍ!!̎ q.push(7);Ԏ q.push(8);_ޏaĐB7 let _ = q.steal_batch_with_limit(&w, std::usize::MAX);: assert_eq!(w.len(), 3);ʑ77 7 7$ӿ?V Steals a batch of tasks, pushes them into a worker, and pops a task from that worker.Y^\׼߼0 use crossbeam_deque::{Injector, Steal, Worker};3̎ ƽ    : assert_eq!(q.steal_batch_and_pop(&w), Steal::Success(1));߾=!ǿڿ77 7 7! Xc Steals no more than `limit` of tasks, pushes them into a worker, and pops a task from that worker.f^X 3̎      Ƣ H assert_eq!(q.steal_batch_with_limit_and_pop(&w, 2), Steal::Success(1));K! _aBV assert_eq!(q.steal_batch_with_limit_and_pop(&w, std::usize::MAX), Steal::Success(3));Y assert_eq!(w.pop(), Some(4));! assert_eq!(w.pop(), Some(5));!77 7 7$!) "̎  assert!(q.is_empty());  assert!(!q.is_empty());7 7  * Returns the number of tasks in the queue.- "̎  assert_eq!(q.len(), 0);  assert_eq!(q.len(), 1);  assert_eq!(q.len(), 2);7 7 $  7 7 5 " ӑ8֑777 7 7GGGEGEGEG EGEG+EQ ! >S7ڑ ۑ˙Й!ЙЙ? Returns `true` if the queue was empty at the time of stealing.BĚ̚5 use crossbeam_deque::Steal::{Empty, Retry, Success};ؚ8! assert!(!Success(7).is_empty());$# assert!(!Retry::.is_empty());ƛ&" assert!(Empty::.is_empty());%7 7!  0 Returns `true` if at least one task was stolen.3 8؞% assert!(!Empty::.is_success());(% assert!(!Retry::.is_success());(" assert!(Success(7).is_success());Ÿ% 7 7! ͣ; Returns `true` if the steal operation needs to be retried.>ǡϡ 8# assert!(!Empty::.is_retry());&! assert!(!Success(7).is_retry());$" assert!(Retry::.is_retry());%ԣ7 7!ݣ ޣ!4 Returns the result of the operation, if successful.Ҥ7 8* assert_eq!(Empty::.success(), None);-* assert_eq!(Retry::.success(), None);-+ assert_eq!(Success(7).success(), Some(7));.! T9 If no task was stolen, attempts another steal operation.<Z Returns this steal result if it is `Success`. Otherwise, closure `f` is invoked and then:]= * If the second steal resulted in `Success`, it is returned.@Z * If both steals were unsuccessful but any resulted in `Retry`, then `Retry` is returned.]7 * If both resulted in `None`, then `None` is returned.:٫ 8Ŭ; assert_eq!(Success(1).or_else(|| Success(2)), Success(1));ͬ>6 assert_eq!(Retry.or_else(|| Success(2)), Success(2));9έ3 assert_eq!(Retry.or_else(|| Empty), Retry::);֭63 assert_eq!(Empty.or_else(|| Retry), Retry::);6̮3 assert_eq!(Empty.or_else(|| Empty), Empty::);Ԯ6!!5گ5! !߲8777 7! 7GGGEGEGEG EGEG+EQ ! >S7 Ѵ+ִ!ִִҶX: Consumes items until a `Success` is found and returns it.=ŵU If no `Success` was found, but there was at least one `Retry`, then returns `Retry`.͵X Otherwise, `Empty` is returned.#ն !߶88! ߶߶0% %#3&&&&&&&& % % %3 % % %7 7 % % % % %3 % % % %3 % % %777 7 7GGGEGEGEG EGEG+EQ ! >S7 % % % % % %3 % % % %3 % % % %3 % %  % % % %3 % %7 75 % %% % % 4% % % % 4% % % 77 7 7% % % ( Possible outcomes of a steal operation.+F There are lots of ways to chain results of steal operations together:IÓǓ; use crossbeam_deque::Steal::{self, Empty, Retry, Success};ϓ>J let collect = |v: Vec>| v.into_iter().collect::>();M7 assert_eq!(collect(vec![Empty, Empty, Empty]), Empty);:7 assert_eq!(collect(vec![Empty, Retry, Empty]), Retry);:A assert_eq!(collect(vec![Retry, Success(1), Empty]), Success(1));ڕDB assert_eq!(collect(vec![Empty, Empty]).or_else(|| Retry), Retry);EL assert_eq!(collect(vec![Retry, Empty]).or_else(|| Success(1)), Success(1));O××4  !1aȵ'!- The queue was empty at the time of stealing.0 !!+ At least one task was successfully stolen.̘.  ! ) The steal operation needs to be retried., !!֗ ֗ ֗ 5֗ !֗ ֗ ֗ 5֗ ֗ !֗ ֗ 77 7! 7!֗ ֗ ֗ 5!5!5 57 7!5 6!6!7 7!!   =?IRVYdǮԮɲӲڑݣ % % % % %%%֗֗xF^*Worker::new_fifoStealer::steal_batch_and_popWorker::new_lifoStealer::steal Steal::Retry Stealer::steal_batch    Worker::stealer   >     V 99889,}eqgSR}eJh}e}eeVJ}eԨ4}e[=Lal f}eCS2}eM=(}eJYqy}eqwCc}e.;H}e>Iߵ?C}e j}evE!}e}yrȬ}ehaT}e,xcDV}e|l}eygl;}e 8u}euYA}eb6ߞ}e;F.=}eYzYM(@A}e&"}eWeƉ}e)]}eLF}L}eXA"}e+ [4 }e*}eK~uԒ}ezL 3}e>>͝}e @i}e}yUl}e';F@}e[}}eb]}e;<*p}e VD4P}eWdLf5gT}e$Na}e!v%>}eGu*}e ӉsN}e @}ed8k}e+f}e4N~}ej4@;}e)?IH}eB*1}e}eXd]Ֆ }e . }e6H >8z}eG^.}ezA{i}evk}eMZӌ}e:}em}ek/0 R}eU޹Fm}ewp}eøo-u}e9}e}e(n;}e~L(`}eƮf}}e}o}e"l\y/}e& }e+}e洛*m}eJzuq?}er\zJ9 }e̐B/%A}erI}ePő {s}eϊU}e"{q}e՜K95}e}e}e>:7~}eGxN}elwR Yf}ez*}eB}eAtzc}e+ H}eZ9}e^դj}e? 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