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flow -- asynchronous data flows using generators
This module provides a mechanism for using async data flows through the use of generators. The basic idea of flow is that when ever you require data from a producer, you yield the producer. If the producer is ready, then you can call producer.next() to fetch the incoming data. Otherwise, the underlying controller will suspend the operation to try again later.
For example, here is a simple 'printer' which consumes items from its source by printing them. Note that to get a new item, it first yields the data source and then calls source.next():from __future__ import generators from twisted.flow import flow from twisted.internet import reactor, defer def printer(source): source = flow.wrap(source) while True: yield source print source.next() someFlowSource = ["one", flow.Cooperate(1), "two"] d = flow.Deferred(printer(someFlowSource)) d.addCallback(lambda _: reactor.stop()) reactor.run()In the example above, there are three objects imported from the flow module:
- flow.wrap converts many data sources such as lists, generators, and deferreds, into a special instruction object, a Stage. In this case, a simple list is wrapped. - flow.Deferred is a flow Controller which executes the stage passed to it, aggregating all results into a list which is passed to the deferred's callback. In this case, the result list is empty, but the callback is used to stop the reactor after the printing has finished. - flow.Cooperate is a special instruction object which is used by the flow Controller. In this case, the the flow pauses for one second between "one" and "two".
Most classes in the flow module an Instruction, either a CallLater or a Stage. A Stage instruction is used to wrap various sorts of producers, anything from a simple string to Callback functions. Some stages can be constructed directly, such as Zip, Concurrent, Merge, Callback, or Threaded. But in most cases, in particular _String, _List, _Iterable, and _Deferred, state construction is handled through the wrap function. Stages can yield other stages to build a processing chain, results which are returned to the previous stage, or a CallLater instruction which causes the whole operation to be suspended.
Typically, the CallLater instructions as passed up the call stack till the top level, or Controller. The controller then typically returns control, but registers itself to be called later. Once called again, the controller sets up the call stack and resumes the top level generator. There is a special CallLater, Cooperate, which simply resumes the chain of stages at a later time. Some stages, Callback, _Deferred, and Threaded have their own special CallLater which handles the process of resuming flow for their specific case.
The inheritence hierarchy defined here looks like this:Instruction CallLater Cooperate Stage # private stages (use flow.wrap) _String _List _Iterable _Deferred # public stages Map Zip Concurrent Merge Block Callback* Threaded* Controller Deferred Block Protocol