| Generators and Coroutines | |
| ========================= | |
| Generators | |
| ---------- | |
| Generators in CPython are implemented with the struct `PyGenObject`. | |
| They consist of a [`frame`](frames.md) and metadata about the generator's | |
| execution state. | |
| A generator object resumes execution in its frame when its `send()` | |
| method is called. This is analogous to a function executing in its own | |
| frame when it is called, but a function returns to the calling frame only once, | |
| while a generator "returns" execution to the caller's frame every time | |
| it emits a new item with a | |
| [`yield` expression](https://docs.python.org/dev/reference/expressions.html#yield-expressions). | |
| This is implemented by the | |
| [`YIELD_VALUE`](https://docs.python.org/dev/library/dis.html#opcode-YIELD_VALUE) | |
| bytecode, which is similar to | |
| [`RETURN_VALUE`](https://docs.python.org/dev/library/dis.html#opcode-RETURN_VALUE) | |
| in the sense that it puts a value on the stack and returns execution to the | |
| calling frame, but it also needs to perform additional work to leave the generator | |
| frame in a state that allows it to be resumed. In particular, it updates the frame's | |
| instruction pointer and stores the interpreter's exception state on the generator | |
| object. When the generator is resumed, this exception state is copied back to the | |
| interpreter state. | |
| The `frame` of a generator is embedded in the generator object struct as a | |
| [`_PyInterpreterFrame`](frames.md) (see `_PyGenObject_HEAD` in | |
| [`pycore_interpframe_structs.h`](../Include/internal/pycore_interpframe_structs.h)). | |
| This means that we can get the frame from the generator or the generator | |
| from the frame (see `_PyGen_GetGeneratorFromFrame` in [`pycore_genobject.h`](../Include/internal/pycore_genobject.h)). | |
| Other fields of the generator struct include metadata (such as the name of | |
| the generator function) and runtime state information (such as whether its | |
| frame is executing, suspended, cleared, etc.). | |
| Generator Object Creation and Destruction | |
| ----------------------------------------- | |
| The bytecode of a generator function begins with a | |
| [`RETURN_GENERATOR`](https://docs.python.org/dev/library/dis.html#opcode-RETURN_GENERATOR) | |
| instruction, which creates a generator object, including its embedded frame. | |
| The generator's frame is initialized as a copy of the frame in which | |
| `RETURN_GENERATOR` is executing, but its `owner` field is overwritten to indicate | |
| that it is owned by a generator. Finally, `RETURN_GENERATOR` pushes the new generator | |
| object to the stack and returns to the caller of the generator function (at | |
| which time its frame is destroyed). When the generator is next resumed by | |
| [`gen_send_ex2()`](../Objects/genobject.c), `_PyEval_EvalFrame()` is called | |
| to continue executing the generator function, in the frame that is embedded in | |
| the generator object. | |
| When a generator object is destroyed in [`gen_dealloc`](../Objects/genobject.c), | |
| its embedded `_PyInterpreterFrame` field may need to be preserved, if it is exposed | |
| to Python as part of a [`PyFrameObject`](frames.md#frame-objects). This is detected | |
| in [`_PyFrame_ClearExceptCode`](../Python/frame.c) by the fact that the interpreter | |
| frame's `frame_obj` field is set, and the frame object it points to has refcount | |
| greater than 1. If so, the `take_ownership()` function is called to create a new | |
| copy of the interpreter frame and transfer ownership of it from the generator to | |
| the frame object. | |
| Iteration | |
| --------- | |
| The [`FOR_ITER`](https://docs.python.org/dev/library/dis.html#opcode-FOR_ITER) | |
| instruction calls `__next__` on the iterator which is on the top of the stack, | |
| and pushes the result to the stack. It has [`specializations`](interpreter.md) | |
| for a few common iterator types, including `FOR_ITER_GEN`, for iterating over | |
| a generator. `FOR_ITER_GEN` bypasses the call to `__next__`, and instead | |
| directly pushes the generator stack and resumes its execution from the | |
| instruction that follows the last yield. | |
| Chained Generators | |
| ------------------ | |
| A `yield from` expression creates a generator that efficiently yields the | |
| sequence created by another generator. This is implemented with the | |
| [`SEND` instruction](https://docs.python.org/dev/library/dis.html#opcode-SEND), | |
| which pushes the value of its arg to the stack of the generator's frame, sets | |
| the exception state on this frame, and resumes execution of the chained generator. | |
| On return from `SEND`, the value at the top of the stack is sent back up | |
| the generator chain with a `YIELD_VALUE`. This sequence of `SEND` followed by | |
| `YIELD_VALUE` is repeated in a loop, until a `StopIteration` exception is | |
| raised to indicate that the generator has no more values to emit. | |
| The [`CLEANUP_THROW`](https://docs.python.org/dev/library/dis.html#opcode-CLEANUP_THROW) | |
| instruction is used to handle exceptions raised from the send-yield loop. | |
| Exceptions of type `StopIteration` is handled, their `value` field hold the | |
| value to be returned by the generator's `close()` function. Any other | |
| exception is re-raised by `CLEANUP_THROW`. | |
| Coroutines | |
| ---------- | |
| Coroutines are generators that use the value returned from a `yield` expression, | |
| i.e., the argument that was passed to the `.send()` call that resumed it after | |
| it yielded. This makes it possible for data to flow in both directions: from | |
| the generator to the caller via the argument of the `yield` expression, and | |
| from the caller to the generator via the send argument to the `send()` call. | |
| A `yield from` expression passes the `send` argument to the chained generator, | |
| so this data flow works along the chain (see `gen_send_ex2()` in | |
| [`genobject.c`](../Objects/genobject.c)). | |
| Recall that a generator's `__next__` function simply calls `self.send(None)`, | |
| so all this works the same in generators and coroutines, but only coroutines | |
| use the value of the argument to `send`. |