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772 lines
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Markdown
772 lines
21 KiB
Markdown
# Ractor - Ruby's Actor-like concurrent abstraction
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Ractor is designed to provide a parallel execution feature of Ruby without thread-safety concerns.
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## Summary
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### Multiple Ractors in an interpreter process
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You can make multiple Ractors and they run in parallel.
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* `Ractor.new{ expr }` creates a new Ractor and `expr` is run in parallel on a parallel computer.
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* Interpreter invokes with the first Ractor (called *main Ractor*).
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* If the main Ractor terminates, all other Ractors receive termination requests, similar to how threads behave. (if main thread (first invoked Thread), Ruby interpreter sends all running threads to terminate execution).
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* Each Ractor contains one or more Threads.
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* Threads within the same Ractor share 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). Threads in different ractors run in parallel.
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* The overhead of creating a Ractor is similar to overhead of one Thread creation.
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### Limited sharing between multiple ractors
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Ractors don't share everything, unlike threads.
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* Most objects are *Unshareable objects*, so you don't need to care about thread-safety problems which are caused by sharing.
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* Some objects are *Shareable objects*.
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* Immutable objects: frozen objects which don't refer to unshareable-objects.
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* `i = 123`: `i` is an immutable object.
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* `s = "str".freeze`: `s` is an immutable object.
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* `a = [1, [2], 3].freeze`: `a` is not an immutable object because `a` refers unshareable-object `[2]` (which is not frozen).
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* `h = {c: Object}.freeze`: `h` is an immutable object because `h` refers Symbol `:c` and shareable `Object` class object which is not frozen.
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* Class/Module objects
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* Special shareable objects
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* Ractor object itself.
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* And more...
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### Communication between Ractors with `Ractor::Port`
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Ractors communicate with each other and synchronize the execution by message exchanging between Ractors. `Ractor::Port` is provided for this communication.
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```ruby
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port = Ractor::Port.new
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Ractor.new port do |port|
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# Other ractors can send to the port
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port << 42
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end
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port.receive # get a message to the port. Only the creator Ractor can receive from the port
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#=> 42
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```
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Ractors have its own default port and `Ractor#send`, `Ractor.receive` will use it.
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### Copy & Move semantics to send messages
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To send unshareable objects as messages, objects are copied or moved.
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* Copy: use deep-copy.
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* Move: move membership.
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* Sender can not access the moved object after moving the object.
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* Guarantee that at least only 1 Ractor can access the object.
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### Thread-safety
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Ractor helps to write a thread-safe concurrent program, but we can make thread-unsafe programs with Ractors.
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* GOOD: Sharing limitation
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* Most objects are unshareable, so we can't make data-racy and race-conditional programs.
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* Shareable objects are protected by an interpreter or locking mechanism.
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* BAD: Class/Module can violate this assumption
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* To make it compatible with old behavior, classes and modules can introduce data-race and so on.
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* Ruby programmers should take care if they modify class/module objects on multi Ractor programs.
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* BAD: Ractor can't solve all thread-safety problems
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* There are several blocking operations (waiting send) so you can make a program which has dead-lock and live-lock issues.
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* Some kind of shareable objects can introduce transactions (STM, for example). However, misusing transactions will generate inconsistent state.
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Without Ractor, we need to trace all state-mutations to debug thread-safety issues.
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With Ractor, you can concentrate on suspicious code which are shared with Ractors.
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## Creation and termination
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### `Ractor.new`
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* `Ractor.new{ expr }` generates another Ractor.
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```ruby
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# Ractor.new with a block creates new Ractor
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r = Ractor.new do
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# This block will be run in parallel with other ractors
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end
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# You can name a Ractor with `name:` argument.
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r = Ractor.new name: 'test-name' do
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end
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# and Ractor#name returns its name.
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r.name #=> 'test-name'
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```
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### Given block isolation
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The Ractor executes given `expr` in a given block.
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Given block will be isolated from outer scope by the `Proc#isolate` method (not exposed yet for Ruby users). To prevent sharing unshareable objects between ractors, block outer-variables, `self` and other information are isolated.
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`Proc#isolate` is called at Ractor creation time (when `Ractor.new` is called). If given Proc object is not able to isolate because of outer variables and so on, an error will be raised.
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```ruby
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begin
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a = true
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r = Ractor.new do
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a #=> ArgumentError because this block accesses `a`.
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end
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r.join # see later
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rescue ArgumentError
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end
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```
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* The `self` of the given block is the `Ractor` object itself.
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```ruby
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r = Ractor.new do
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p self.class #=> Ractor
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self.object_id
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end
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r.value == self.object_id #=> false
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```
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Passed arguments to `Ractor.new()` becomes block parameters for the given block. However, an interpreter does not pass the parameter object references, but send them as messages (see below for details).
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```ruby
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r = Ractor.new 'ok' do |msg|
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msg #=> 'ok'
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end
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r.value #=> 'ok'
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```
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```ruby
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# almost similar to the last example
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r = Ractor.new do
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msg = Ractor.receive
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msg
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end
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r.send 'ok'
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r.value #=> 'ok'
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```
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### An execution result of given block
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Return value of the given block becomes an outgoing message (see below for details).
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```ruby
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r = Ractor.new do
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'ok'
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end
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r.value #=> `ok`
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```
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Error in the given block will be propagated to the receiver of an outgoing message.
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```ruby
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r = Ractor.new do
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raise 'ok' # exception will be transferred to the receiver
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end
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begin
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r.value
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rescue Ractor::RemoteError => e
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e.cause.class #=> RuntimeError
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e.cause.message #=> 'ok'
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e.ractor #=> r
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end
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```
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## Communication between Ractors
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Communication between Ractors is achieved by sending and receiving messages. There are two ways to communicate with each other.
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* (1) Message sending/receiving via `Ractor::Port`
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* (2) Using shareable container objects
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* Ractor::TVar gem ([ko1/ractor-tvar](https://github.com/ko1/ractor-tvar))
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* more?
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Users can control program execution timing with (1), but should not control with (2) (only manage as critical section).
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For message sending and receiving, there are two types of APIs: push type and pull type.
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* (1) send/receive via `Ractor::Port`.
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* `Ractor::Port#send(obj)` (`Ractor::Port#<<(obj)` is an alias) send a message to the port. Ports are connected to the infinite size incoming queue so `Ractor::Port#send` will never block.
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* `Ractor::Port#receive` dequeue a message from its own incoming queue. If the incoming queue is empty, `Ractor::Port#receive` calling will block the execution of a thread.
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* `Ractor.select()` can wait for the success of `Ractor::Port#receive`.
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* You can close `Ractor::Port` by `Ractor::Port#close` only by the creator Ractor of the port.
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* If the port is closed, you can't `send` to the port. If `Ractor::Port#receive` is blocked for the closed port, then it will raise an exception.
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* When a Ractor is terminated, the Ractor's ports are closed.
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* There are 3 ways to send an object as a message
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* (1) Send a reference: Sending a shareable object, send only a reference to the object (fast)
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* (2) Copy an object: Sending an unshareable object by copying an object deeply (slow). Note that you can not send an object which does not support deep copy. Some `T_DATA` objects (objects whose class is defined in a C extension, such as `StringIO`) are not supported.
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* (3) Move an object: Sending an unshareable object reference with a membership. Sender Ractor can not access moved objects anymore (raise an exception) after moving it. Current implementation makes new object as a moved object for receiver Ractor and copies references of sending object to moved object. `T_DATA` objects are not supported.
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* You can choose "Copy" and "Move" by the `move:` keyword, `Ractor#send(obj, move: true/false)` and `Ractor.yield(obj, move: true/false)` (default is `false` (COPY)).
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### Wait for multiple Ractors with `Ractor.select`
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You can wait multiple Ractor port's receiving.
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The return value of `Ractor.select()` is `[port, msg]` where `port` is a ready port and `msg` is received message.
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To make convenient, `Ractor.select` can also accept Ractors to wait the termination of Ractors.
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The return value of `Ractor.select()` is `[r, msg]` where `r` is a terminated Ractor and `msg` is the value of Ractor's block.
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Wait for a single ractor (same as `Ractor#value`):
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```ruby
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r1 = Ractor.new{'r1'}
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r, obj = Ractor.select(r1)
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r == r1 and obj == 'r1' #=> true
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```
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Waiting for two ractors:
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```ruby
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r1 = Ractor.new{'r1'}
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r2 = Ractor.new{'r2'}
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rs = [r1, r2]
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as = []
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# Wait for r1 or r2's Ractor.yield
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r, obj = Ractor.select(*rs)
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rs.delete(r)
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as << obj
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# Second try (rs only contain not-closed ractors)
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r, obj = Ractor.select(*rs)
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rs.delete(r)
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as << obj
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as.sort == ['r1', 'r2'] #=> true
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```
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TODO: Current `Ractor.select()` has the same issue of `select(2)`, so this interface should be refined.
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TODO: `select` syntax of go-language uses round-robin technique to make fair scheduling. Now `Ractor.select()` doesn't use it.
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### Closing Ractor's ports
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* `Ractor::Port#close` close the ports (similar to `Queue#close`).
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* `port.send(obj)` where `port` is closed, will raise an exception.
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* When the queue connected to the port is empty and port is closed, `Ractor::Port#receive` raises an exception. If the queue is not empty, it dequeues an object without exceptions.
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* When a Ractor terminates, the ports are closed automatically.
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Example (try to get a result from closed Ractor):
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```ruby
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r = Ractor.new do
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'finish'
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end
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r.join # success (wait for the termination)
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r.value # success (will return 'finish')
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# the first Ractor which success the `Ractor#value` can get the result
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Ractor.new r do |r|
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r.value #=> Ractor::Error
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end
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```
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Example (try to send to closed (terminated) Ractor):
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```ruby
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r = Ractor.new do
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end
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r.join # wait terminate
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begin
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r.send(1)
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rescue Ractor::ClosedError
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'ok'
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else
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'ng'
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end
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```
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### Send a message by copying
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`Ractor::Port#send(obj)` copy `obj` deeply if `obj` is an unshareable object.
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```ruby
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obj = 'str'.dup
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r = Ractor.new obj do |msg|
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# return received msg's object_id
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msg.object_id
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end
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obj.object_id == r.value #=> false
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```
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Some objects are not supported to copy the value, and raise an exception.
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```ruby
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obj = Thread.new{}
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begin
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Ractor.new obj do |msg|
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msg
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end
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rescue TypeError => e
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e.message #=> #<TypeError: allocator undefined for Thread>
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else
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'ng' # unreachable here
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end
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```
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### Send a message by moving
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`Ractor::Port#send(obj, move: true)` moves `obj` to the destination Ractor.
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If the source Ractor touches the moved object (for example, call the method like `obj.foo()`), it will be an error.
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```ruby
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# move with Ractor#send
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r = Ractor.new do
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obj = Ractor.receive
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obj << ' world'
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end
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str = 'hello'
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r.send str, move: true
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modified = r.value #=> 'hello world'
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# str is moved, and accessing str from this Ractor is prohibited
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begin
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# Error because it touches moved str.
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str << ' exception' # raise Ractor::MovedError
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rescue Ractor::MovedError
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modified #=> 'hello world'
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else
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raise 'unreachable'
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end
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```
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Some objects are not supported to move, and an exception will be raised.
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```ruby
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r = Ractor.new do
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Ractor.receive
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end
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r.send(Thread.new{}, move: true) #=> allocator undefined for Thread (TypeError)
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```
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To achieve the access prohibition for moved objects, _class replacement_ technique is used to implement it.
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### Shareable objects
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The following objects are shareable.
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* Immutable objects
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* Small integers, some symbols, `true`, `false`, `nil` (a.k.a. `SPECIAL_CONST_P()` objects in internal)
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* Frozen native objects
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* Numeric objects: `Float`, `Complex`, `Rational`, big integers (`T_BIGNUM` in internal)
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* All Symbols.
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* Frozen `String` and `Regexp` objects (their instance variables should refer only shareable objects)
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* Class, Module objects (`T_CLASS`, `T_MODULE` and `T_ICLASS` in internal)
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* `Ractor` and other special objects which care about synchronization.
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Implementation: Now shareable objects (`RVALUE`) have `FL_SHAREABLE` flag. This flag can be added lazily.
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To make shareable objects, `Ractor.make_shareable(obj)` method is provided. In this case, try to make shareable by freezing `obj` and recursively traversable objects. This method accepts `copy:` keyword (default value is false).`Ractor.make_shareable(obj, copy: true)` tries to make a deep copy of `obj` and make the copied object shareable.
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## Language changes to isolate unshareable objects between Ractors
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To isolate unshareable objects between Ractors, we introduced additional language semantics on multi-Ractor Ruby programs.
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Note that without using Ractors, these additional semantics is not needed (100% compatible with Ruby 2).
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### Global variables
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Only the main Ractor (a Ractor created at starting of interpreter) can access global variables.
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```ruby
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$gv = 1
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r = Ractor.new do
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$gv
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end
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begin
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r.join
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rescue Ractor::RemoteError => e
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e.cause.message #=> 'can not access global variables from non-main Ractors'
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end
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```
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Note that some special global variables, such as `$stdin`, `$stdout` and `$stderr` are Ractor-local. See [[Bug #17268]](https://bugs.ruby-lang.org/issues/17268) for more details.
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### Instance variables of shareable objects
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Instance variables of classes/modules can be get from non-main Ractors if the referring values are shareable objects.
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```ruby
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class C
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@iv = 1
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end
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p Ractor.new do
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class C
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@iv
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end
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end.value #=> 1
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```
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Otherwise, only the main Ractor can access instance variables of shareable objects.
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```ruby
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class C
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@iv = [] # unshareable object
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end
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Ractor.new do
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class C
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begin
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p @iv
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rescue Ractor::IsolationError
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p $!.message
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#=> "can not get unshareable values from instance variables of classes/modules from non-main Ractors"
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end
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begin
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@iv = 42
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rescue Ractor::IsolationError
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p $!.message
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#=> "can not set instance variables of classes/modules by non-main Ractors"
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end
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end
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end.join
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```
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```ruby
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shared = Ractor.new{}
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shared.instance_variable_set(:@iv, 'str')
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r = Ractor.new shared do |shared|
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p shared.instance_variable_get(:@iv)
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end
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begin
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r.join
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rescue Ractor::RemoteError => e
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e.cause.message #=> can not access instance variables of shareable objects from non-main Ractors (Ractor::IsolationError)
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end
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```
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Note that instance variables for class/module objects are also prohibited on Ractors.
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### Class variables
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Only the main Ractor can access class variables.
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```ruby
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class C
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@@cv = 'str'
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end
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r = Ractor.new do
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class C
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p @@cv
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end
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end
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begin
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r.join
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rescue => e
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e.class #=> Ractor::IsolationError
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end
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```
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### Constants
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Only the main Ractor can read constants which refer to the unshareable object.
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```ruby
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class C
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CONST = 'str'
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end
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r = Ractor.new do
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C::CONST
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end
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begin
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r.join
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rescue => e
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e.class #=> Ractor::IsolationError
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end
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```
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Only the main Ractor can define constants which refer to the unshareable object.
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```ruby
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class C
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end
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r = Ractor.new do
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C::CONST = 'str'
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end
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begin
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r.join
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rescue => e
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e.class #=> Ractor::IsolationError
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end
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```
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To make multi-ractor supported library, the constants should only refer shareable objects.
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```ruby
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TABLE = {a: 'ko1', b: 'ko2', c: 'ko3'}
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```
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In this case, `TABLE` references an unshareable Hash object. So that other ractors can not refer `TABLE` constant. To make it shareable, we can use `Ractor.make_shareable()` like that.
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```ruby
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TABLE = Ractor.make_shareable( {a: 'ko1', b: 'ko2', c: 'ko3'} )
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```
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To make it easy, Ruby 3.0 introduced new `shareable_constant_value` Directive.
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```ruby
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# shareable_constant_value: literal
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TABLE = {a: 'ko1', b: 'ko2', c: 'ko3'}
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#=> Same as: TABLE = Ractor.make_shareable( {a: 'ko1', b: 'ko2', c: 'ko3'} )
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```
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`shareable_constant_value` directive accepts the following modes (descriptions use the example: `CONST = expr`):
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* none: Do nothing. Same as: `CONST = expr`
|
|
* literal:
|
|
* if `expr` consists of literals, replaced to `CONST = Ractor.make_shareable(expr)`.
|
|
* otherwise: replaced to `CONST = expr.tap{|o| raise unless Ractor.shareable?(o)}`.
|
|
* experimental_everything: replaced to `CONST = Ractor.make_shareable(expr)`.
|
|
* experimental_copy: replaced to `CONST = Ractor.make_shareable(expr, copy: true)`.
|
|
|
|
Except the `none` mode (default), it is guaranteed that the assigned constants refer to only shareable objects.
|
|
|
|
See [doc/syntax/comments.rdoc](syntax/comments.rdoc) for more details.
|
|
|
|
## 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::pub::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 = 1_000
|
|
CR = Ractor.current
|
|
|
|
r = Ractor.new do
|
|
p Ractor.receive
|
|
CR << :fin
|
|
end
|
|
|
|
RN.times{
|
|
r = Ractor.new r do |next_r|
|
|
next_r << Ractor.receive
|
|
end
|
|
}
|
|
|
|
p :setup_ok
|
|
r << 1
|
|
p Ractor.receive
|
|
```
|
|
|
|
### 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
|
|
|
|
(1) One ractor has a pool
|
|
|
|
```ruby
|
|
require 'prime'
|
|
|
|
N = 1000
|
|
RN = 10
|
|
|
|
# make RN workers
|
|
workers = (1..RN).map do
|
|
Ractor.new do |; result_port|
|
|
loop do
|
|
n, result_port = Ractor.receive
|
|
result_port << [n, n.prime?, Ractor.current]
|
|
end
|
|
end
|
|
end
|
|
|
|
result_port = Ractor::Port.new
|
|
results = []
|
|
|
|
(1..N).each do |i|
|
|
if workers.empty?
|
|
# receive a result
|
|
n, result, w = result_port.receive
|
|
results << [n, result]
|
|
else
|
|
w = workers.pop
|
|
end
|
|
|
|
# send a task to the idle worker ractor
|
|
w << [i, result_port]
|
|
end
|
|
|
|
# receive a result
|
|
while results.size != N
|
|
n, result, _w = result_port.receive
|
|
results << [n, result]
|
|
end
|
|
|
|
pp results.sort_by{|n, result| n}
|
|
```
|
|
|
|
### Pipeline
|
|
|
|
```ruby
|
|
# pipeline with send/receive
|
|
|
|
r3 = Ractor.new Ractor.current do |cr|
|
|
cr.send Ractor.receive + 'r3'
|
|
end
|
|
|
|
r2 = Ractor.new r3 do |r3|
|
|
r3.send Ractor.receive + 'r2'
|
|
end
|
|
|
|
r1 = Ractor.new r2 do |r2|
|
|
r2.send Ractor.receive + 'r1'
|
|
end
|
|
|
|
r1 << 'r0'
|
|
p Ractor.receive #=> "r0r1r2r3"
|
|
```
|
|
|
|
### Supervise
|
|
|
|
```ruby
|
|
# ring example again
|
|
|
|
r = Ractor.current
|
|
(1..10).map{|i|
|
|
r = Ractor.new r, i do |r, i|
|
|
r.send Ractor.receive + "r#{i}"
|
|
end
|
|
}
|
|
|
|
r.send "r0"
|
|
p Ractor.receive #=> "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.receive
|
|
raise if /e/ =~ msg
|
|
r.send msg + "r#{i}"
|
|
end
|
|
end
|
|
}
|
|
|
|
r.send "r0"
|
|
p Ractor.receive #=> "r0r10r9r8r7r6r5r4r3r2r1"
|
|
r.send "r0"
|
|
p Ractor.select(*rs, Ractor.current) #=> [:receive, "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.receive
|
|
raise if /e/ =~ msg
|
|
r.send msg + "r#{i}"
|
|
end
|
|
end
|
|
}
|
|
|
|
r.send "r0"
|
|
p Ractor.receive #=> "r0r10r9r8r7r6r5r4r3r2r1"
|
|
r.send "r0"
|
|
p Ractor.select(*rs, Ractor.current)
|
|
[:receive, "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.receive
|
|
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
|
|
|
|
#=> [:receive, "x0r9r9r8r7r6r5r4r3r2r1"]
|
|
```
|