| # Frames | |
| Each call to a Python function has an activation record, commonly known as a | |
| "frame". It contains information about the function being executed, consisting | |
| of three conceptual sections: | |
| * Local variables (including arguments, cells and free variables) | |
| * Evaluation stack | |
| * Specials: The per-frame object references needed by the VM, including | |
| globals dict, code object, instruction pointer, stack depth, the | |
| previous frame, etc. | |
| The definition of the `_PyInterpreterFrame` struct is in | |
| [Include/internal/pycore_interpframe_structs.h](../Include/internal/pycore_interpframe_structs.h). | |
| # Allocation | |
| Python semantics allows frames to outlive the activation, so they need to | |
| be allocated outside the C call stack. To reduce overhead and improve locality | |
| of reference, most frames are allocated contiguously in a per-thread stack | |
| (see `_PyThreadState_PushFrame` in [Python/pystate.c](../Python/pystate.c)). | |
| Frames of generators and coroutines are embedded in the generator and coroutine | |
| objects, so are not allocated in the per-thread stack. See `_PyGenObject` in | |
| [Include/internal/pycore_interpframe_structs.h](../Include/internal/pycore_interpframe_structs.h). | |
| ## Layout | |
| Each activation record is laid out as: | |
| * Specials | |
| * Locals | |
| * Stack | |
| This seems to provide the best performance without excessive complexity. | |
| The specials have a fixed size, so the offset of the locals is known. The | |
| interpreter needs to hold two pointers, a frame pointer and a stack pointer. | |
| #### Alternative layout | |
| An alternative layout that was used for part of 3.11 alpha was: | |
| * Locals | |
| * Specials | |
| * Stack | |
| This has the advantage that no copying is required when making a call, | |
| as the arguments on the stack are (usually) already in the correct | |
| location for the parameters. However, it requires the VM to maintain | |
| an extra pointer for the locals, which can hurt performance. | |
| ### Specials | |
| The specials section contains the following pointers: | |
| * Globals dict | |
| * Builtins dict | |
| * Locals dict (not the "fast" locals, but the locals for eval and class creation) | |
| * Code object | |
| * Heap allocated `PyFrameObject` for this activation record, if any. | |
| * The function. | |
| The pointer to the function is not strictly required, but it is cheaper to | |
| store a strong reference to the function and borrowed references to the globals | |
| and builtins, than strong references to both globals and builtins. | |
| ### Frame objects | |
| When creating a backtrace or when calling `sys._getframe()` the frame becomes | |
| visible to Python code. When this happens a new `PyFrameObject` is created | |
| and a strong reference to it is placed in the `frame_obj` field of the specials | |
| section. The `frame_obj` field is initially `NULL`. | |
| The `PyFrameObject` may outlive a stack-allocated `_PyInterpreterFrame`. | |
| If it does then `_PyInterpreterFrame` is copied into the `PyFrameObject`, | |
| except the evaluation stack which must be empty at this point. | |
| The previous frame link is updated to reflect the new location of the frame. | |
| This mechanism provides the appearance of persistent, heap-allocated | |
| frames for each activation, but with low runtime overhead. | |
| ### Generators and Coroutines | |
| Generators (objects of type `PyGen_Type`, `PyCoro_Type` or | |
| `PyAsyncGen_Type`) have a `_PyInterpreterFrame` embedded in them, so | |
| that they can be created with a single memory allocation. | |
| When such an embedded frame is iterated or awaited, it can be linked with | |
| frames on the per-thread stack via the linkage fields. | |
| If a frame object associated with a generator outlives the generator, then | |
| the embedded `_PyInterpreterFrame` is copied into the frame object (see | |
| `take_ownership()` in [Python/frame.c](../Python/frame.c)). | |
| ### Field names | |
| Many of the fields in `_PyInterpreterFrame` were copied from the 3.10 `PyFrameObject`. | |
| Thus, some of the field names may be a bit misleading. | |
| For example the `f_globals` field has a `f_` prefix implying it belongs to the | |
| `PyFrameObject` struct, although it belongs to the `_PyInterpreterFrame` struct. | |
| We may rationalize this naming scheme for a later version. | |
| ### Shim frames | |
| On entry to `_PyEval_EvalFrameDefault()` a shim `_PyInterpreterFrame` is pushed. | |
| This frame is stored on the C stack, and popped when `_PyEval_EvalFrameDefault()` | |
| returns. This extra frame is inserted so that `RETURN_VALUE`, `YIELD_VALUE`, and | |
| `RETURN_GENERATOR` do not need to check whether the current frame is the entry frame. | |
| The shim frame points to a special code object containing the `INTERPRETER_EXIT` | |
| instruction which cleans up the shim frame and returns. | |
| ### Base frame | |
| Each thread state contains an embedded `_PyInterpreterFrame` called the "base frame" | |
| that serves as a sentinel at the bottom of the frame stack. This frame is allocated | |
| in `_PyThreadStateImpl` (the internal extension of `PyThreadState`) and initialized | |
| when the thread state is created. The `owner` field is set to `FRAME_OWNED_BY_INTERPRETER`. | |
| External profilers and sampling tools can validate that they have successfully unwound | |
| the complete call stack by checking that the frame chain terminates at the base frame. | |
| The `PyThreadState.base_frame` pointer provides the expected address to compare against. | |
| If a stack walk doesn't reach this frame, the sample is incomplete (possibly due to a | |
| race condition) and should be discarded. | |
| The base frame is embedded in `_PyThreadStateImpl` rather than `PyThreadState` because | |
| `_PyInterpreterFrame` is defined in internal headers that cannot be exposed in the | |
| public API. A pointer (`PyThreadState.base_frame`) is provided for profilers to access | |
| the address without needing internal headers. | |
| See the initialization in `new_threadstate()` in [Python/pystate.c](../Python/pystate.c). | |
| #### How profilers should use the base frame | |
| External profilers should read `tstate->base_frame` before walking the stack, then | |
| walk from `tstate->current_frame` following `frame->previous` pointers until reaching | |
| a frame with `owner == FRAME_OWNED_BY_INTERPRETER`. After the walk, verify that the | |
| last frame address matches `base_frame`. If not, discard the sample as incomplete | |
| since the frame chain may have been in an inconsistent state due to concurrent updates. | |
| ### Remote Profiling Frame Cache | |
| The `last_profiled_frame` and `last_profiled_frame_seq` fields in | |
| `PyThreadState` support an optimization for remote profilers that sample call | |
| stacks from external processes. When a remote profiler reads the call stack, it | |
| writes the current frame address to `last_profiled_frame`. The eval loop then | |
| keeps this pointer valid by updating it to the parent frame whenever a frame | |
| returns (in `_PyEval_FrameClearAndPop`) and increments the sequence. | |
| This creates a "high-water mark" that always points to a frame still on the stack. | |
| On subsequent samples, the profiler can walk from `current_frame` until it reaches | |
| `last_profiled_frame`, then validate the pointer and sequence before using cached | |
| callers. This prevents a later frame that reuses the same `_PyInterpreterFrame` | |
| address from being mistaken for the sampled frame. The cache significantly | |
| reduces the amount of remote memory reads needed when call stacks are deep and | |
| stable at their base. | |
| The update in `_PyEval_FrameClearAndPop` is guarded: it only advances the | |
| pointer and sequence when `last_profiled_frame` is non-NULL AND matches the | |
| frame being popped. This prevents transient frames (called and returned between | |
| profiler samples) from corrupting the cache anchor, while avoiding any overhead | |
| when profiling is inactive. | |
| ### The Instruction Pointer | |
| `_PyInterpreterFrame` has two fields which are used to maintain the instruction | |
| pointer: `instr_ptr` and `return_offset`. | |
| When a frame is executing, `instr_ptr` points to the instruction currently being | |
| executed. In a suspended frame, it points to the instruction that would execute | |
| if the frame were to resume. After `frame.f_lineno` is set, `instr_ptr` points to | |
| the next instruction to be executed. During a call to a python function, | |
| `instr_ptr` points to the call instruction, because this is what we would expect | |
| to see in an exception traceback. | |
| The `return_offset` field determines where a `RETURN` should go in the caller, | |
| relative to `instr_ptr`. It is only meaningful to the callee, so it needs to | |
| be set in any instruction that implements a call (to a Python function), | |
| including CALL, SEND and BINARY_OP_SUBSCR_GETITEM, among others. If there is no | |
| callee, then return_offset is meaningless. It is necessary to have a separate | |
| field for the return offset because (1) if we apply this offset to `instr_ptr` | |
| while executing the `RETURN`, this is too early and would lose us information | |
| about the previous instruction which we could need for introspecting and | |
| debugging. (2) `SEND` needs to pass two offsets to the generator: one for | |
| `RETURN` and one for `YIELD`. It uses the `oparg` for one, and the | |
| `return_offset` for the other. |