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authorKoichi Sasada <ko1@atdot.net>2020-03-10 02:22:11 +0900
committerKoichi Sasada <ko1@atdot.net>2020-09-03 21:11:06 +0900
commit79df14c04b452411b9d17e26a398e491bca1a811 (patch)
tree7598cee0f105439efd5bb328a727b0fe27d7c666 /doc
parenteeb5325d3bfd71301896360c17e8f51abcb9a7e5 (diff)
Introduce Ractor mechanism for parallel execution
This commit introduces Ractor mechanism to run Ruby program in parallel. See doc/ractor.md for more details about Ractor. See ticket [Feature #17100] to see the implementation details and discussions. [Feature #17100] This commit does not complete the implementation. You can find many bugs on using Ractor. Also the specification will be changed so that this feature is experimental. You will see a warning when you make the first Ractor with `Ractor.new`. I hope this feature can help programmers from thread-safety issues.
Notes
Notes: Merged: https://github.com/ruby/ruby/pull/3365
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+# Ractor - Ruby's Actor-like concurrent abstraction
+
+Ractor is designed to provide a parallel execution feature fo Ruby without thread-safety concerns.
+
+## Summary
+
+### Multiple Ractors in an interpreter process
+
+You can make multiple Ractors and they run in parallel.
+
+* Ractors run in parallel.
+* Interpreter invokes with the first Ractor (called *main Ractor*).
+* If main Ractor terminated, all Ractors receive terminate request like Threads (if main thread (first invoked Thread), Ruby interpreter sends all running threads to terminate execution).
+* Each Ractor has 1 or more Threads.
+ * Threads in a Ractor shares a Ractor-wide global lock like GIL (GVL in MRI terminology), so they can't run in parallel (without releasing GVL explicitly in C-level).
+ * The overhead of creating a Ractor is similar to overhead of one Thread creation.
+
+### Limited sharing
+
+Ractors don't share everything, unlike threads.
+
+* Most of objects are *Unshareable objects*, so you don't need to care about thread-safety problem which is caused by sharing.
+* Some objects are *Shareable objects*.
+ * Immutable objects: frozen object which doesn't refer unshareable-objects.
+ * `i = 123`: `i` is an immutable object.
+ * `s = "str".freeze`: `s` is an immutable object.
+ * `a = [1, [2], 3].freeze`: `a` is not an immutable object because `a` refer unshareable-object `[2]` (which is not frozen).
+ * Class/Module objects
+ * Special shareable objects
+ * Ractor object itself.
+ * And more...
+
+### Two-types communication between Ractors
+
+Ractors communicate each other and synchronize the execution by message exchanging between Ractors. There are two message exchange protocol: push type (message passing) and pull type.
+
+* Push type message passing: `Ractor#send(obj)` and `Ractor.receive()` pair.
+ * Sender ractor passes the `obj` to receiver Ractor.
+ * Sender knows a destination Ractor (the receiver of `r.send(obj)`) and receiver does not know the sender (accept all message from any ractors).
+ * Receiver has infinite queue and sender enqueues the message. Sender doesn't block to put message.
+ * This type is based on actor model
+* Pull type communication: `Ractor.yield(obj)` and `Ractor#take()` pair.
+ * Sender ractor declare to yield the `obj` and receiver Ractor take it.
+ * Sender doesn't know a destination Ractor and receiver knows the sender (the receiver of `r.take`).
+ * Sender or receiver will block if there is no other side.
+
+### Copy & Move semantics to send messages
+
+To send unshareable objects as messages, objects are copied or moved.
+
+* Copy: use deep-copy (like dRuby)
+* Move: move membership
+ * Sender can not access to the moved object after moving the object.
+ * Guarantee that at least only 1 Ractor can access the object.
+
+### Thread-safety
+
+Ractor helps to write a thread-safe program, but we can make thread-unsafe programs with Ractors.
+
+* GOOD: Sharing limitation
+ * Most of objects are unshareable, so we can't make data-racy and race-conditional programs.
+ * Shareable objects are protected by an interpreter or locking mechanism.
+* BAD: Class/Module can violate this assumption
+ * To make compatible with old behavior, classes and modules can introduce data-race and so on.
+ * Ruby programmer should take care if they modify class/module objects on multi Ractor programs.
+* BAD: Ractor can't solve all thread-safety problems
+ * There are several blocking operations (waiting send, waiting yield and waiting take) so you can make a program which has dead-lock and live-lock issues.
+ * Some kind of shareable objects can introduce transactions (STM, for example). However, misusing transactions will generate inconsistent state.
+
+Without Ractor, we need to trace all of state-mutations to debug thread-safety issues.
+With Ractor, you can concentrate to suspicious
+
+## Creation and termination
+
+### `Ractor.new`
+
+* `Ractor.new do expr end` generates another Ractor.
+
+```ruby
+# Ractor.new with a block creates new Ractor
+r = Ractor.new do
+ # This block will be run in parallel
+end
+
+# You can name a Ractor with `name:` argument.
+r = Ractor.new name: 'test-name' do
+end
+
+# and Ractor#name returns its name.
+r.name #=> 'test-name'
+```
+
+### Given block isolation
+
+The Ractor execute given `expr` in a given block.
+Given block will be isolated from outer scope by `Proc#isolate`.
+
+```ruby
+# To prevent sharing unshareable objects between ractors,
+# block outer-variables, `self` and other information are isolated.
+# Given block will be isolated by `Proc#isolate` method.
+# `Proc#isolate` is called at Ractor creation timing (`Ractor.new` is called)
+# and it can cause an error if block accesses outer variables.
+
+begin
+ a = true
+ r = Ractor.new do
+ a #=> ArgumentError because this block accesses `a`.
+ end
+ r.take # see later
+rescue ArgumentError
+end
+```
+
+* The `self` of the given block is `Ractor` object itself.
+
+```ruby
+r = Ractor.new do
+ self.object_id
+end
+r.take == self.object_id #=> false
+```
+
+Passed arguments to `Ractor.new()` becomes block parameters for the given block. However, an interpreter does not pass the parameter object references, but send as messages (see bellow for details).
+
+```ruby
+r = Ractor.new 'ok' do |msg|
+ msg #=> 'ok'
+end
+r.take #=> 'ok'
+```
+
+```ruby
+# almost similar to the last example
+r = Ractor.new do
+ msg = Ractor.recv
+ msg
+end
+r.send 'ok'
+r.take #=> 'ok'
+```
+
+### An execution result of given block
+
+Return value of the given block becomes an outgoing message (see bellow for details).
+
+```ruby
+r = Ractor.new do
+ 'ok'
+end
+r.take #=> `ok`
+```
+
+```ruby
+# almost similar to the last example
+r = Ractor.new do
+ Ractor.yield 'ok'
+end
+r.take #=> 'ok'
+```
+
+Error in the given block will be propagated to the receiver of an outgoing message.
+
+```ruby
+r = Ractor.new do
+ raise 'ok' # exception will be transferred receiver
+end
+
+begin
+ r.take
+rescue Ractor::RemoteError => e
+ e.cause.class #=> RuntimeError
+ e.cause.message #=> 'ok'
+ e.ractor #=> r
+end
+```
+
+## Communication between Ractors
+
+Communication between Ractors is achieved by sending and receiving messages.
+
+* (1) Message sending/receiving
+ * (1-1) push type send/recv (sender knows receiver). similar to the Actor model.
+ * (1-2) pull type yield/take (receiver knows sender).
+* (2) Using shareable container objects (not implemented yet)
+
+Users can control blocking on (1), but should not control on (2) (only manage as critical section).
+
+* (1-1) send/recv (push type)
+ * `Ractor#send(obj)` (`Ractor#<<(obj)` is an aliases) send a message to the Ractor's incoming port. Incoming port is connected to the infinite size incoming queue so `Ractor#send` will never block.
+ * `Ractor.recv` dequeue a message from own incoming queue. If the incoming queue is empty, `Ractor.recv` calling will block.
+* (1-2) yield/take (pull type)
+ * `Ractor.yield(obj)` send an message to a Ractor which are calling `Ractor#take` via outgoing port . If no Ractors are waiting for it, the `Ractor.yield(obj)` will block. If multiple Ractors are waiting for `Ractor.yield(obj)`, only one Ractor can receive the message.
+ * `Ractor#take` receives a message which is waiting by `Ractor.yield(obj)` method from the specified Ractor. If the Ractor does not call `Ractor.yield` yet, the `Ractor#take` call will block.
+* `Ractor.select()` can wait for the success of `take`, `yield` and `recv`.
+* You can close the incoming port or outgoing port.
+ * You can close then with `Ractor#close_incoming` and `Ractor#close_outgoing`.
+ * If the incoming port is closed for a Ractor, you can't `send` to the Ractor. If `Ractor.recv` is blocked for the closed incoming port, then it will raise an exception.
+ * If the outgoing port is closed for a Ractor, you can't call `Ractor#take` and `Ractor.yield` on the Ractor. If `Ractor#take` is blocked for the Ractor, then it will raise an exception.
+ * When a Ractor is terminated, the Ractor's ports are closed.
+* There are 3 methods to send an object as a message
+ * (1) Send a reference: Send a shareable object, send only a reference to the object (fast)
+ * (2) Copy an object: Send an unshareable object by copying deeply and send copied object (slow). Note that you can not send an object which is not support deep copy. Current implementation uses Marshal protocol to get deep copy.
+ * (3) Move an object: Send an unshareable object reference with a membership. Sender Ractor can not access moved objects anymore (raise an exception). Current implementation makes new object as a moved object for receiver Ractor and copy references of sending object to moved object.
+ * You can choose "Copy" and "Send" as a keyword for `Ractor#send(obj)` and `Ractor.yield(obj)` (default is "Copy").
+
+### Sending/Receiving ports
+
+Each Ractor has _incoming-port_ and _outgoing-port_. Incoming-port is connected to the infinite sized incoming queue.
+
+```
+ Ractor r
+ +-------------------------------------------+
+ | incoming outgoing |
+ | port port |
+ r.send(obj) ->*->[incoming queue] Ractor.yield(obj) ->*-> r.take
+ | | |
+ | v |
+ | Ractor.recv |
+ +-------------------------------------------+
+
+
+Connection example: r2.send obj on r1态Ractor.recv on r2
+ +----+ +----+
+ * r1 |-----* r2 *
+ +----+ +----+
+
+
+Connection example: Ractor.yield(obj) on r1, r1.take on r2
+ +----+ +----+
+ * r1 *------ r2 *
+ +----+ +----+
+
+Connection example: Ractor.yield(obj) on r1 and r2,
+ and waiting for both simultaneously by Ractor.select(r1, r2)
+
+ +----+
+ * r1 *------+
+ +----+ |
+ +----- Ractor.select(r1, r2)
+ +----+ |
+ * r2 *------|
+ +----+
+```
+
+```ruby
+ r = Ractor.new do
+ msg = Ractor.recv # Receive from r's incoming queue
+ msg # send back msg as block return value
+ end
+ r.send 'ok' # Send 'ok' to r's incoming port -> incoming queue
+ r.take # Receive from r's outgoing port
+```
+
+```ruby
+ # Actual argument 'ok' for `Ractor.new()` will be send to created Ractor.
+ r = Ractor.new 'ok' do |msg|
+ # Values for formal parameters will be received from incoming queue.
+ # Similar to: msg = Ractor.recv
+
+ msg # Return value of the given block will be sent via outgoing port
+ end
+
+ # receive from the r's outgoing port.
+ r.take #=> `ok`
+```
+
+### Wait for multiple Ractors with `Ractor.select`
+
+You can wait multiple Ractor's `yield` with `Ractor.select(*ractors)`.
+The return value of `Ractor.select()` is `[r, msg]` where `r` is yielding Ractor and `msg` is yielded message.
+
+Wait for a single ractor (same as `Ractor.take`):
+
+```ruby
+r1 = Ractor.new{'r1'}
+
+r, obj = Ractor.select(r1)
+r == r1 and obj == 'r1' #=> true
+```
+
+Wait for two ractors:
+
+```ruby
+r1 = Ractor.new{'r1'}
+r2 = Ractor.new{'r2'}
+rs = [r1, r2]
+as = []
+
+# Wait for r1 or r2's Ractor.yield
+r, obj = Ractor.select(*rs)
+rs.delete(r)
+as << obj
+
+# Second try (rs only contain not-closed ractors)
+r, obj = Ractor.select(*rs)
+rs.delete(r)
+as << obj
+as.sort == ['r1', 'r2'] #=> true
+```
+
+Complex example:
+
+```ruby
+ pipe = Ractor.new do
+ loop do
+ Ractor.yield Ractor.recv
+ end
+ end
+
+ RN = 10
+ rs = RN.times.map{|i|
+ Ractor.new pipe, i do |pipe, i|
+ msg = pipe.take
+ msg # ping-pong
+ end
+ }
+ RN.times{|i|
+ pipe << i
+ }
+ RN.times.map{
+ r, n = Ractor.select(*rs)
+ rs.delete r
+ n
+ }.sort #=> [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
+```
+
+Multiple Ractors can send to one Ractor.
+
+```ruby
+# Create 10 ractors and they send objects to pipe ractor.
+# pipe ractor yield received objects
+
+ pipe = Ractor.new do
+ loop do
+ Ractor.yield Ractor.recv
+ end
+ end
+
+ RN = 10
+ rs = RN.times.map{|i|
+ Ractor.new pipe, i do |pipe, i|
+ pipe << i
+ end
+ }
+
+ RN.times.map{
+ pipe.take
+ }.sort #=> [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
+```
+
+TODO: Current `Ractor.select()` has same issue of `select(2)`, so this interface should be refined.
+
+TODO: `select` syntax of go-language uses round-robbin technique to make fair scheduling. Now `Ractor.select()` doesn't use it.
+
+### Closing Ractor's ports
+
+* `Ractor#close_incoming/outgoing` close incoming/outgoing ports (similar to `Queue#close`).
+* `Ractor#close_incoming`
+ * `r.send(obj) ` where `r`'s incoming port is closed, will raise an exception.
+ * When the incoming queue is empty and incoming port is closed, `Ractor.recv` raise an exception. If incoming queue is not empty, it dequeues an object.
+* `Ractor#close_outgoing`
+ * `Ractor.yield` on a Ractor which closed the outgoing port, it will raise an exception.
+ * `Ractor#take` for a Ractor which closed the outgoing port, it will raise an exception. If `Ractor#take` is blocking, it will raise an exception.
+* When a Ractor terminates, the ports are closed automatically.
+ * Return value of the Ractor's block will be yield as `Ractor.yield(ret_val)`, even if the implementation terminate the based native thread.
+
+
+Example (try to take from closed Ractor):
+
+```ruby
+ r = Ractor.new do
+ 'finish'
+ end
+ r.take # success (will return 'finish')
+ begin
+ o = r.take # try to take from closed Ractor
+ rescue Ractor::ClosedError
+ 'ok'
+ else
+ "ng: #{o}"
+ end
+```
+
+Example (try to send to closed (terminated) Ractor):
+
+```ruby
+ r = Ractor.new do
+ end
+
+ r.take # wait terminate
+
+ begin
+ r.send(1)
+ rescue Ractor::ClosedError
+ 'ok'
+ else
+ 'ng'
+ end
+```
+
+When multiple Ractors waiting for `Ractor.yield()`, `Ractor#close_outgoing` will cancel all blocking by raise an exception (`ClosedError`).
+
+### Send a message by copying
+
+`Ractor#send(obj)` or `Ractor.yield(obj)` copy `obj` deeply if `obj` is an unshareable object.
+
+```ruby
+obj = 'str'.dup
+r = Ractor.new obj do |msg|
+ # return received msg's object_id
+ msg.object_id
+end
+
+obj.object_id == r.take #=> false
+```
+
+Current implementation uses Marshal protocol (similar to dRuby). We can not send Marshal unsupported objects.
+
+```ruby
+obj = Thread.new{}
+begin
+ Ractor.new obj do |msg|
+ msg
+ end
+rescue TypeError => e
+ e.message #=> no _dump_data is defined for class Thread
+else
+ 'ng' # unreachable here
+end
+```
+
+### Send a message by moving
+
+`Ractor#send(obj, move: true)` or `Ractor.yield(obj, move: true)` move `obj` to the destination Ractor.
+If the source Ractor touches the moved object (for example, call the method like `obj.foo()`), it will be an error.
+
+```ruby
+# move with Ractor#send
+r = Ractor.new do
+ obj = Ractor.recv
+ obj << ' world'
+end
+
+str = 'hello'
+r.send str, move: true
+modified = r.take #=> 'hello world'
+
+# str is moved, and accessing str from this Ractor is prohibited
+
+begin
+ # Error because it touches moved str.
+ str << ' exception' # raise Ractor::MovedError
+rescue Ractor::MovedError
+ modified #=> 'hello world'
+else
+ raise 'unreachable'
+end
+```
+
+```ruby
+ # move with Ractor.yield
+ r = Ractor.new do
+ obj = 'hello'
+ Ractor.yield obj, move: true
+ obj << 'world' # raise Ractor::MovedError
+ end
+
+ str = r.take
+ begin
+ r.take
+ rescue Ractor::RemoteError
+ p str #=> "hello"
+ end
+```
+
+Now only `T_FILE`, `T_STRING` and `T_ARRAY` objects are supported.
+
+* `T_FILE` (`IO`, `File`): support to send accepted socket etc.
+* `T_STRING` (`String`): support to send a huge string without copying (fast).
+* `T_ARRAY` (`Array'): support to send a huge Array without re-allocating the array's buffer. However, all of referred objects from the array should be moved, so it is not so fast.
+
+To achieve the access prohibition for moved objects, _class replacement_ technique is used to implement it.
+
+### Shareable objects
+
+The following objects are shareable.
+
+* Immutable objects
+ * Small integers, some symbols, `true`, `false`, `nil` (a.k.a. `SPECIAL_CONST_P()` objects in internal)
+ * Frozen native objects
+ * Numeric objects: `Float`, `Complex`, `Rational`, big integers (`T_BIGNUM` in internal)
+ * All Symbols.
+ * Frozen `String` and `Regexp` objects (which does not have instance variables)
+ * In future, "Immutable" objects (frozen and only refer shareable objects) will be supported (TODO: introduce an `immutable` flag for objects?)
+* Class, Module objects (`T_CLASS`, `T_MODULE` and `T_ICLASS` in internal)
+* `Ractor` and other objects which care about synchronization.
+
+Implementation: Now shareable objects (`RVALUE`) have `FL_SHAREABLE` flag. This flag can be added lazily.
+
+```ruby
+ r = Ractor.new do
+ while v = Ractor.recv
+ Ractor.yield v
+ end
+ end
+
+ class C
+ end
+
+ shareable_objects = [1, :sym, 'xyzzy'.to_sym, 'frozen'.freeze, 1+2r, 3+4i, /regexp/, C]
+
+ shareable_objects.map{|o|
+ r << o
+ o2 = r.take
+ [o, o.object_id == o2.object_id]
+ }
+ #=> [[1, true], [:sym, true], [:xyzzy, true], [\"frozen\", true], [(3/1), true], [(3+4i), true], [/regexp/, true], [C, true]]
+
+ unshareable_objects = ['mutable str'.dup, [:array], {hash: true}].map{|o|
+ r << o
+ o2 = r.take
+ [o, o.object_id == o2.object_id]
+ }
+ #+> "[[\"mutable str\", false], [[:array], false], [{:hash=>true}, false]]]"
+```
+
+## Language changes to isolate unshareable objects between Ractors
+
+To isolate unshareable objects between Ractors, we introduced additional language semantics on multi-Ractor.
+
+Note that without using Ractors, these additional semantics is not needed (100% compatible with Ruby 2).
+
+### Global variables
+
+Only main Ractor (a Ractor created at starting of interpreter) can access global variables.
+
+```ruby
+ $gv = 1
+ r = Ractor.new do
+ $gv
+ end
+
+ begin
+ r.take
+ rescue Ractor::RemoteError => e
+ e.cause.message #=> 'can not access global variables from non-main Ractors'
+ end
+```
+
+### Instance variables of shareable objects
+
+Only main Ractor can access instance variables of shareable objects.
+
+```ruby
+ class C
+ @iv = 'str'
+ end
+
+ r = Ractor.new do
+ class C
+ p @iv
+ end
+ end
+
+
+ begin
+ r.take
+ rescue => e
+ e.class #=> RuntimeError
+ end
+```
+
+```ruby
+ shared = Ractor.new{}
+ shared.instance_variable_set(:@iv, 'str')
+
+ r = Ractor.new shared do |shared|
+ p shared.instance_variable_get(:@iv)
+ end
+
+ begin
+ r.take
+ rescue Ractor::RemoteError => e
+ e.cause.message #=> can not access instance variables of shareable objects from non-main Ractors
+ end
+```
+
+Note that instance variables for class/module objects are also prohibited on Ractors.
+
+### Class variables
+
+Only main Ractor can access class variables.
+
+```ruby
+ class C
+ @@cv = 'str'
+ end
+
+ r = Ractor.new do
+ class C
+ p @@cv
+ end
+ end
+
+
+ begin
+ r.take
+ rescue => e
+ e.class #=> RuntimeError
+ end
+```
+
+### Constants
+
+Only main Ractor can read constants which refer to the unshareable object.
+
+```ruby
+ class C
+ CONST = 'str'
+ end
+ r = Ractor.new do
+ C::CONST
+ end
+ begin
+ r.take
+ rescue => e
+ e.class #=> NameError
+ end
+```
+
+Only main Ractor can define constants which refer to the unshareable object.
+
+```ruby
+ class C
+ end
+ r = Ractor.new do
+ C::CONST = 'str'
+ end
+ begin
+ r.take
+ rescue => e
+ e.class #=> NameError
+ end
+```
+
+## Implementation note
+
+* Each Ractor has its own thread, it means each Ractor has at least 1 native thread.
+* Each Ractor has its own ID (`rb_ractor_t::id`).
+ * On debug mode, all unshareable objects are labeled with current Ractor's id, and it is checked to detect unshareable object leak (access an object from different Ractor) in VM.
+
+## Examples
+
+### Traditional Ring example in Actor-model
+
+```ruby
+RN = 1000
+CR = Ractor.current
+
+r = Ractor.new do
+ p Ractor.recv
+ CR << :fin
+end
+
+RN.times{
+ Ractor.new r do |next_r|
+ next_r << Ractor.recv
+ end
+}
+
+p :setup_ok
+r << 1
+p Ractor.recv
+```
+
+### Fork-join
+
+```ruby
+def fib n
+ if n < 2
+ 1
+ else
+ fib(n-2) + fib(n-1)
+ end
+end
+
+RN = 10
+rs = (1..RN).map do |i|
+ Ractor.new i do |i|
+ [i, fib(i)]
+ end
+end
+
+until rs.empty?
+ r, v = Ractor.select(*rs)
+ rs.delete r
+ p answer: v
+end
+```
+
+### Worker pool
+
+```ruby
+require 'prime'
+
+pipe = Ractor.new do
+ loop do
+ Ractor.yield Ractor.recv
+ end
+end
+
+N = 1000
+RN = 10
+workers = (1..RN).map do
+ Ractor.new pipe do |pipe|
+ while n = pipe.take
+ Ractor.yield [n, n.prime?]
+ end
+ end
+end
+
+(1..N).each{|i|
+ pipe << i
+}
+
+pp (1..N).map{
+ _r, (n, b) = Ractor.select(*workers)
+ [n, b]
+}.sort_by{|(n, b)| n}
+```
+
+### Pipeline
+
+```ruby
+# pipeline with yield/take
+r1 = Ractor.new do
+ 'r1'
+end
+
+r2 = Ractor.new r1 do |r1|
+ r1.take + 'r2'
+end
+
+r3 = Ractor.new r2 do |r2|
+ r2.take + 'r3'
+end
+
+p r3.take #=> 'r1r2r3'
+```
+
+```ruby
+# pipeline with send/recv
+
+r3 = Ractor.new Ractor.current do |cr|
+ cr.send Ractor.recv + 'r3'
+end
+
+r2 = Ractor.new r3 do |r3|
+ r3.send Ractor.recv + 'r2'
+end
+
+r1 = Ractor.new r2 do |r2|
+ r2.send Ractor.recv + 'r1'
+end
+
+r1 << 'r0'
+p Ractor.recv #=> "r0r1r2r3"
+```
+
+### Supervise
+
+```ruby
+# ring example again
+
+r = Ractor.current
+(1..10).map{|i|
+ r = Ractor.new r, i do |r, i|
+ r.send Ractor.recv + "r#{i}"
+ end
+}
+
+r.send "r0"
+p Ractor.recv #=> "r0r10r9r8r7r6r5r4r3r2r1"
+```
+
+```ruby
+# ring example with an error
+
+r = Ractor.current
+rs = (1..10).map{|i|
+ r = Ractor.new r, i do |r, i|
+ loop do
+ msg = Ractor.recv
+ raise if /e/ =~ msg
+ r.send msg + "r#{i}"
+ end
+ end
+}
+
+r.send "r0"
+p Ractor.recv #=> "r0r10r9r8r7r6r5r4r3r2r1"
+r.send "r0"
+p Ractor.select(*rs, Ractor.current) #=> [:recv, "r0r10r9r8r7r6r5r4r3r2r1"]
+[:recv, "r0r10r9r8r7r6r5r4r3r2r1"]
+r.send "e0"
+p Ractor.select(*rs, Ractor.current)
+#=>
+#<Thread:0x000056262de28bd8 run> terminated with exception (report_on_exception is true):
+Traceback (most recent call last):
+ 2: from /home/ko1/src/ruby/trunk/test.rb:7:in `block (2 levels) in <main>'
+ 1: from /home/ko1/src/ruby/trunk/test.rb:7:in `loop'
+/home/ko1/src/ruby/trunk/test.rb:9:in `block (3 levels) in <main>': unhandled exception
+Traceback (most recent call last):
+ 2: from /home/ko1/src/ruby/trunk/test.rb:7:in `block (2 levels) in <main>'
+ 1: from /home/ko1/src/ruby/trunk/test.rb:7:in `loop'
+/home/ko1/src/ruby/trunk/test.rb:9:in `block (3 levels) in <main>': unhandled exception
+ 1: from /home/ko1/src/ruby/trunk/test.rb:21:in `<main>'
+<internal:ractor>:69:in `select': thrown by remote Ractor. (Ractor::RemoteError)
+```
+
+```ruby
+# resend non-error message
+
+r = Ractor.current
+rs = (1..10).map{|i|
+ r = Ractor.new r, i do |r, i|
+ loop do
+ msg = Ractor.recv
+ raise if /e/ =~ msg
+ r.send msg + "r#{i}"
+ end
+ end
+}
+
+r.send "r0"
+p Ractor.recv #=> "r0r10r9r8r7r6r5r4r3r2r1"
+r.send "r0"
+p Ractor.select(*rs, Ractor.current)
+[:recv, "r0r10r9r8r7r6r5r4r3r2r1"]
+msg = 'e0'
+begin
+ r.send msg
+ p Ractor.select(*rs, Ractor.current)
+rescue Ractor::RemoteError
+ msg = 'r0'
+ retry
+end
+
+#=> <internal:ractor>:100:in `send': The incoming-port is already closed (Ractor::ClosedError)
+# because r == r[-1] is terminated.
+```
+
+```ruby
+# ring example with supervisor and re-start
+
+def make_ractor r, i
+ Ractor.new r, i do |r, i|
+ loop do
+ msg = Ractor.recv
+ raise if /e/ =~ msg
+ r.send msg + "r#{i}"
+ end
+ end
+end
+
+r = Ractor.current
+rs = (1..10).map{|i|
+ r = make_ractor(r, i)
+}
+
+msg = 'e0' # error causing message
+begin
+ r.send msg
+ p Ractor.select(*rs, Ractor.current)
+rescue Ractor::RemoteError
+ r = rs[-1] = make_ractor(rs[-2], rs.size-1)
+ msg = 'x0'
+ retry
+end
+
+#=> [:recv, "x0r9r9r8r7r6r5r4r3r2r1"]
+```