# mypy: allow-untyped-defs """ This module provides functionality for resuming Python execution at specific points in code, primarily used by PyTorch Dynamo for control flow handling and optimization. It implements bytecode transformation and execution state management to enable: - Resuming execution at arbitrary points in Python bytecode - Managing context managers and their state across execution boundaries - Transforming and generating new code objects with preserved execution state - Supporting Python 3.11+ exception handling and block management - Restoring torch function mode stacks and other execution context The module is critical for PyTorch Dynamo's ability to optimize code while preserving Python semantics and execution state. """ import copy import dataclasses import sys import types from typing import Any, cast, Optional from .bytecode_transformation import ( bytecode_from_template, create_call_function, create_instruction, create_jump_absolute, create_load_const, Instruction, overwrite_instruction, transform_code_object, unique_id, ) from .utils import ExactWeakKeyDictionary # taken from code.h in cpython CO_OPTIMIZED = 0x0001 CO_NEWLOCALS = 0x0002 CO_VARARGS = 0x0004 CO_VARKEYWORDS = 0x0008 CO_NESTED = 0x0010 CO_GENERATOR = 0x0020 CO_NOFREE = 0x0040 CO_COROUTINE = 0x0080 CO_ITERABLE_COROUTINE = 0x0100 CO_ASYNC_GENERATOR = 0x0200 # trace_rules.py import this constant for consistency TORCH_DYNAMO_RESUME_IN_PREFIX = "torch_dynamo_resume_in" def _initial_push_null(insts): if sys.version_info >= (3, 11): insts.append(create_instruction("PUSH_NULL")) if sys.version_info < (3, 13): insts.append(create_instruction("SWAP", arg=2)) # Generates bytecode from template and splits the code where LOAD_FAST dummy is present. def _bytecode_from_template_with_split(template, stack_index, varname_map=None): template_code = bytecode_from_template(template, varname_map=varname_map) template_code.append(create_instruction("POP_TOP")) # adjust exception table entry depth for inst in template_code: if inst.exn_tab_entry: inst.exn_tab_entry.depth += stack_index # search for LOAD_FAST dummy and replace it with 2 NOPs (we can break up the bytecode between them) dummy_idx, dummy_inst = next( ( (i, inst) for i, inst in enumerate(template_code) if inst.opname == "LOAD_FAST" and inst.argval == "dummy" ), (None, None), ) assert dummy_idx is not None # replace LOAD_FAST dummy with first NOP marking exception area overwrite_instruction(dummy_inst, [create_instruction("NOP")]) # POP_TOP follows LOAD_FAST dummy - replace with NOP marking end of exception area assert template_code[dummy_idx + 1].opname == "POP_TOP" overwrite_instruction(template_code[dummy_idx + 1], [create_instruction("NOP")]) return template_code[: dummy_idx + 1], template_code[dummy_idx + 1 :] def _try_except_tf_mode_template(dummy, stack_var_name): # NOTE: Make sure this name matches what is generated by symbolic_convert:import_source # on torch._dynamo.utils. global __import_torch_dot__dynamo_dot_utils try: dummy except: # noqa: E722, B001 __import_torch_dot__dynamo_dot_utils.set_torch_function_mode_stack( # type: ignore[name-defined] stack_var_name ) raise @dataclasses.dataclass(frozen=True) class ReenterWith: stack_index: int target_values: Optional[tuple[Any, ...]] = None def try_except_torch_function_mode(self, code_options, cleanup: list[Instruction]): """ Codegen based off of: try: (rest) except: (restore previous tf mode stack) raise """ from .variables.torch_function import get_prev_stack_var_name setup_try_except, epilogue = _bytecode_from_template_with_split( _try_except_tf_mode_template, self.stack_index, varname_map={"stack_var_name": get_prev_stack_var_name()}, ) cleanup[:] = epilogue + cleanup return setup_try_except # If we do not want to destroy the stack, we can do the same thing as a # `SETUP_WITH` block, only that we store the context manager in a local_symbol def try_finally(self, code_options, cleanup: list[Instruction]): """ Codegen based off of: load args enter context try: (rest) finally: exit context """ # NOTE: we assume that TOS is a context manager CLASS! load_args = [] if self.target_values: load_args = [create_load_const(val) for val in self.target_values] ctx_name = unique_id(f"___context_manager_{self.stack_index}") if ctx_name not in code_options["co_varnames"]: code_options["co_varnames"] += (ctx_name,) for name in ["__enter__", "__exit__"]: if name not in code_options["co_names"]: code_options["co_names"] += (name,) create_ctx: list[Instruction] = [] _initial_push_null(create_ctx) create_ctx.extend( [ *load_args, *create_call_function(len(load_args), False), create_instruction("STORE_FAST", argval=ctx_name), ] ) def _template(ctx, dummy): ctx.__enter__() try: dummy finally: ctx.__exit__(None, None, None) setup_try_finally, epilogue = _bytecode_from_template_with_split( _template, self.stack_index, varname_map={"ctx": ctx_name} ) cleanup[:] = epilogue + cleanup return create_ctx + setup_try_finally def __call__(self, code_options, cleanup): """ Codegen based off of: with ctx(args): (rest) """ # NOTE: we assume that TOS is a context manager CLASS! load_args = [] if self.target_values: load_args = [create_load_const(val) for val in self.target_values] create_ctx: list[Instruction] = [] _initial_push_null(create_ctx) create_ctx.extend( [ *load_args, *create_call_function(len(load_args), False), ] ) def _template(ctx, dummy): with ctx: dummy setup_with, epilogue = _bytecode_from_template_with_split( _template, self.stack_index ) cleanup[:] = epilogue + cleanup load_fast_ctx_inst = next( ( inst for inst in setup_with if inst.opname == "LOAD_FAST" and inst.argval == "ctx" ), None, ) assert load_fast_ctx_inst is not None # ctx already loaded on stack before the template - no need to LOAD_FAST overwrite_instruction(load_fast_ctx_inst, [create_instruction("NOP")]) # 3.11+ only push_exc_info_gen = ( inst for inst in epilogue if inst.opname == "PUSH_EXC_INFO" ) push_exc_info_inst = next(push_exc_info_gen, None) # expect only 1 PUSH_EXC_INFO in epilogue assert next(push_exc_info_gen, None) is None return create_ctx + setup_with, push_exc_info_inst @dataclasses.dataclass class ResumeFunctionMetadata: code: types.CodeType instructions: list[Instruction] = dataclasses.field(default_factory=list) # Python 3.11+ fields # NOTE: Python 3.11 removed blocks, but for our purposes, a "block" consists # of instructions of all exception table entries that have the same target. # map from PUSH_EXC_INFO's in the prefix to original block target offset prefix_block_target_offset_remap: list[int] = dataclasses.field( default_factory=list ) # map from new block target offsets to original block target offsets block_target_offset_remap: Optional[dict[int, int]] = None def _filter_iter(l1, l2, cond): """ Two-pointer conditional filter. e.g. _filter_iter(insts, sorted_offsets, lambda i, o: i.offset == o) returns the instructions with offsets in sorted_offsets """ it = iter(l2) res: list[Instruction] = [] try: cur = next(it) for val in l1: if cond(val, cur): res.append(val) cur = next(it) except StopIteration: pass return res def _load_tuple_and_call(tup): insts: list[Instruction] = [] _initial_push_null(insts) insts.extend(create_load_const(val) for val in tup) insts.extend(create_call_function(len(tup), False)) return insts class ContinueExecutionCache: cache = ExactWeakKeyDictionary() generated_code_metadata = ExactWeakKeyDictionary() @classmethod def lookup(cls, code, lineno, *key): if code not in cls.cache: cls.cache[code] = {} key = tuple(key) if key not in cls.cache[code]: cls.cache[code][key] = cls.generate(code, lineno, *key) return cls.cache[code][key] @classmethod def generate( cls, code, lineno, offset: int, setup_fn_target_offsets: tuple[int, ...], # only used in Python 3.11+ nstack: int, argnames: tuple[str, ...], argnames_null: tuple[str, ...], setup_fns: tuple[ReenterWith, ...], stack_ctx_vars: tuple[tuple[int, tuple[Any]], ...], argnames_ctx_vars: tuple[tuple[str, tuple[Any]], ...], null_idxes: tuple[int, ...], ) -> types.CodeType: assert offset is not None assert not ( code.co_flags & (CO_GENERATOR | CO_COROUTINE | CO_ITERABLE_COROUTINE | CO_ASYNC_GENERATOR) ) assert code.co_flags & CO_OPTIMIZED if code in ContinueExecutionCache.generated_code_metadata: return cls.generate_based_on_original_code_object( code, lineno, offset, setup_fn_target_offsets, nstack, argnames, argnames_null, setup_fns, stack_ctx_vars, argnames_ctx_vars, null_idxes, ) is_py311_plus = sys.version_info >= (3, 11) meta = ResumeFunctionMetadata(code) def update(instructions: list[Instruction], code_options: dict[str, Any]): meta.instructions = copy.deepcopy(instructions) args = [f"___stack{i}" for i in range(nstack)] args.extend(v for v in argnames if v not in args) freevars = tuple(code_options["co_cellvars"] or []) + tuple( code_options["co_freevars"] or [] ) freevars = tuple(sorted(freevars)) code_options["co_name"] = ( f"{TORCH_DYNAMO_RESUME_IN_PREFIX}_{code_options['co_name']}_at_{lineno}" ) if is_py311_plus: qualified_path = code_options["co_qualname"].rsplit(".", maxsplit=1) if len(qualified_path) == 1: code_options["co_qualname"] = code_options["co_name"] else: assert len(qualified_path) == 2 module_name, co_name = qualified_path code_options["co_qualname"] = ( f"{module_name}.{TORCH_DYNAMO_RESUME_IN_PREFIX}_{co_name}_at_{lineno}" ) code_options["co_firstlineno"] = lineno code_options["co_cellvars"] = () code_options["co_freevars"] = freevars code_options["co_argcount"] = len(args) code_options["co_posonlyargcount"] = 0 code_options["co_kwonlyargcount"] = 0 code_options["co_varnames"] = tuple( args + [v for v in argnames_null if v not in args] + [ v for v in code_options["co_varnames"] if v not in args and v not in freevars ] ) code_options["co_flags"] = code_options["co_flags"] & ~( CO_VARARGS | CO_VARKEYWORDS ) target = next(i for i in instructions if i.offset == offset) prefix = [] if is_py311_plus: if freevars: prefix.append( create_instruction("COPY_FREE_VARS", arg=len(freevars)) ) prefix.append(create_instruction("RESUME", arg=0)) cleanup: list[Instruction] = [] hooks = {fn.stack_index: fn for fn in setup_fns} hook_target_offsets = { fn.stack_index: setup_fn_target_offsets[i] for i, fn in enumerate(setup_fns) } offset_to_inst = {inst.offset: inst for inst in instructions} # map old hook targets to new targets generated by the hook old_hook_target_remap = {} null_idxes_i = 0 stack_ctx_vars_d = dict(stack_ctx_vars) # type: ignore[var-annotated,arg-type] for i in range(nstack): while ( null_idxes_i < len(null_idxes) and null_idxes[null_idxes_i] == i + null_idxes_i ): prefix.append(create_instruction("PUSH_NULL")) null_idxes_i += 1 prefix.append(create_instruction("LOAD_FAST", argval=f"___stack{i}")) if i in hooks: hook = hooks.pop(i) hook_insts, exn_target = hook(code_options, cleanup) prefix.extend(hook_insts) if is_py311_plus: hook_target_offset = hook_target_offsets.pop(i) old_hook_target = offset_to_inst[hook_target_offset] meta.prefix_block_target_offset_remap.append(hook_target_offset) old_hook_target_remap[old_hook_target] = exn_target real_i = i + null_idxes_i if real_i in stack_ctx_vars_d: # NOTE: we assume that current stack var is a context manager CLASS! # Load args for context variable and construct it prefix.extend(_load_tuple_and_call(stack_ctx_vars_d[real_i])) if is_py311_plus: # reverse the mapping since targets of later/nested contexts are inserted # into the mapping later, but show up earlier in the prefix. meta.prefix_block_target_offset_remap = list( reversed(meta.prefix_block_target_offset_remap) ) assert not hooks # NOTE: we assume that local var is a context manager CLASS! # initialize inactive context vars in argnames for name, vals in argnames_ctx_vars: prefix.append(create_instruction("LOAD_FAST", argval=name)) prefix.extend(_load_tuple_and_call(vals)) prefix.append(create_instruction("STORE_FAST", argval=name)) # 3.12+: store NULL into variables that were NULL if argnames_null: assert sys.version_info >= (3, 12) for v in argnames_null: assert v not in args prefix.extend( [ create_instruction("PUSH_NULL"), create_instruction("STORE_FAST", argval=v), ] ) prefix.append(create_jump_absolute(target)) # because the line number table monotonically increases from co_firstlineno # remove starts_line for any instructions before the graph break instruction # this will ensure the instructions after the break have the correct line numbers for inst in instructions: if inst.offset == target.offset: break inst.starts_line = None if sys.version_info >= (3, 11): inst.positions = None if cleanup: prefix.extend(cleanup) prefix.extend(cls.unreachable_codes(code_options)) # remap original instructions' exception table entries if old_hook_target_remap: assert is_py311_plus for inst in instructions: if ( inst.exn_tab_entry and inst.exn_tab_entry.target in old_hook_target_remap ): inst.exn_tab_entry.target = old_hook_target_remap[ inst.exn_tab_entry.target ] # TODO(jansel): add dead code elimination here instructions[:] = prefix + instructions new_code = transform_code_object(code, update) ContinueExecutionCache.generated_code_metadata[new_code] = meta return new_code @staticmethod def unreachable_codes(code_options) -> list[Instruction]: """Codegen a `raise None` to make analysis work for unreachable code""" return [ create_load_const(None), create_instruction("RAISE_VARARGS", arg=1), ] @classmethod def generate_based_on_original_code_object( cls, code, lineno, offset: int, setup_fn_target_offsets: tuple[int, ...], *args ): """ This handles the case of generating a resume into code generated to resume something else. We want to always generate starting from the original code object so that if control flow paths converge we only generated 1 resume function (rather than 2^n resume functions). """ meta: ResumeFunctionMetadata = ContinueExecutionCache.generated_code_metadata[ code ] new_offset = None def find_new_offset( instructions: list[Instruction], code_options: dict[str, Any] ): nonlocal new_offset (target,) = (i for i in instructions if i.offset == offset) # match the functions starting at the last instruction as we have added a prefix (new_target,) = ( i2 for i1, i2 in zip(reversed(instructions), reversed(meta.instructions)) if i1 is target ) assert target.opcode == new_target.opcode new_offset = new_target.offset transform_code_object(code, find_new_offset) if sys.version_info >= (3, 11): # setup_fn_target_offsets currently contains the target offset of # each setup_fn, based on `code`. When we codegen the resume function # based on the original code object, `meta.code`, the offsets in # setup_fn_target_offsets must be based on `meta.code` instead. if not meta.block_target_offset_remap: block_target_offset_remap = meta.block_target_offset_remap = {} def remap_block_offsets( instructions: list[Instruction], code_options: dict[str, Any] ): # NOTE: each prefix block generates exactly one PUSH_EXC_INFO, # so we can tell which block a prefix PUSH_EXC_INFO belongs to, # by counting. Then we can use meta.prefix_block-target_offset_remap # to determine where in the original code the PUSH_EXC_INFO offset # replaced. prefix_blocks: list[Instruction] = [] for inst in instructions: if len(prefix_blocks) == len( meta.prefix_block_target_offset_remap ): break if inst.opname == "PUSH_EXC_INFO": prefix_blocks.append(inst) # offsets into prefix for inst, o in zip( prefix_blocks, meta.prefix_block_target_offset_remap ): block_target_offset_remap[cast(int, inst.offset)] = o # old bytecode targets are after the prefix PUSH_EXC_INFO's old_start_offset = ( cast(int, prefix_blocks[-1].offset) if prefix_blocks else -1 ) # offsets into old bytecode old_inst_offsets = sorted( n for n in setup_fn_target_offsets if n > old_start_offset ) targets = _filter_iter( instructions, old_inst_offsets, lambda inst, o: inst.offset == o ) new_targets = _filter_iter( zip(reversed(instructions), reversed(meta.instructions)), targets, lambda v1, v2: v1[0] is v2, ) for new, old in zip(new_targets, targets): block_target_offset_remap[old.offset] = new[1].offset transform_code_object(code, remap_block_offsets) # if offset is not in setup_fn_target_offsets, it is an error setup_fn_target_offsets = tuple( meta.block_target_offset_remap[n] for n in setup_fn_target_offsets ) return ContinueExecutionCache.lookup( meta.code, lineno, new_offset, setup_fn_target_offsets, *args ) """ # partially finished support for with statements def convert_locals_to_cells( instructions: List[Instruction], code_options: Dict[str, Any]): code_options["co_cellvars"] = tuple( var for var in code_options["co_varnames"] if var not in code_options["co_freevars"] and not var.startswith("___stack") ) cell_and_free = code_options["co_cellvars"] + code_options["co_freevars"] for inst in instructions: if str(inst.argval).startswith("___stack"): continue elif inst.opname == "LOAD_FAST": inst.opname = "LOAD_DEREF" elif inst.opname == "STORE_FAST": inst.opname = "STORE_DEREF" elif inst.opname == "DELETE_FAST": inst.opname = "DELETE_DEREF" else: continue inst.opcode = dis.opmap[inst.opname] assert inst.argval in cell_and_free, inst.argval inst.arg = cell_and_free.index(inst.argval) def patch_setup_with( instructions: List[Instruction], code_options: Dict[str, Any] ): nonlocal need_skip need_skip = True target_index = next( idx for idx, i in enumerate(instructions) if i.offset == offset ) assert instructions[target_index].opname == "SETUP_WITH" convert_locals_to_cells(instructions, code_options) stack_depth_before = nstack + stack_effect(instructions[target_index].opcode, instructions[target_index].arg) inside_with = [] inside_with_resume_at = None stack_depth = stack_depth_before idx = target_index + 1 for idx in range(idx, len(instructions)): inst = instructions[idx] if inst.opname == "BEGIN_FINALLY": inside_with_resume_at = inst break elif inst.target is not None: unimplemented("jump from with not supported") elif inst.opname in ("BEGIN_FINALLY", "WITH_CLEANUP_START", "WITH_CLEANUP_FINISH", "END_FINALLY", "POP_FINALLY", "POP_EXCEPT", "POP_BLOCK", "END_ASYNC_FOR"): unimplemented("block ops not supported") inside_with.append(inst) stack_depth += stack_effect(inst.opcode, inst.arg) assert inside_with_resume_at instructions = [ create_instruction("LOAD_FAST", f"___stack{i}") for i in range(nstack) ] + [ create_instruction("SETUP_WITH", target=instructions[target_index].target) ... call the function ... unpack_tuple ] + [ create_instruction("JUMP_ABSOLUTE", target=inside_with_resume_at) ] """