a h@sddlZddlmZddlmZddlmZmZee Z gdZ eedddZ ej feedd d Zdeeeeed d d ZeeegefeedddZeedddZeedddZGdddZdS)Nwrapsunwrap)CallableOptional) PassManagerinplace_wrapperlog_hook loop_pass this_before_that_pass_constraint"these_before_those_pass_constraint)fnreturncstfdd}|S)z Convenience wrapper for passes which modify an object inplace. This wrapper makes them return the modified object instead. Args: fn (Callable[Object, Any]) Returns: wrapped_fn (Callable[Object, Object]) cs ||SN)gmrrJ/var/www/auris/lib/python3.9/site-packages/torch/fx/passes/pass_manager.py wrapped_fn"sz#inplace_wrapper..wrapped_fnr)rrrrrr s r cstfdd}|S)a Logs callable output. This is useful for logging output of passes. Note inplace_wrapper replaces the pass output with the modified object. If we want to log the original output, apply this wrapper before inplace_wrapper. ``` def my_pass(d: Dict) -> bool: changed = False if "foo" in d: d["foo"] = "bar" changed = True return changed pm = PassManager(passes=[inplace_wrapper(log_hook(my_pass))]) ``` Args: fn (Callable[Type1, Type2]) level: logging level (e.g. logging.INFO) Returns: wrapped_fn (Callable[Type1, Type2]) cs|}td||S)NzRan pass %s Return value: %s)loggerlog)rvalrlevelrrrGszlog_hook..wrapped_fnr)rrrrrrr *sr  base_passn_iter predicatecs4duduAsJdtfdd}|S)aW Convenience wrapper for passes which need to be applied multiple times. Exactly one of `n_iter`or `predicate` must be specified. Args: base_pass (Callable[Object, Object]): pass to be applied in loop n_iter (int, optional): number of times to loop pass predicate (Callable[Object, bool], optional): Nz8Exactly one of `n_iter`or `predicate` must be specified.csb|}dur,dkr,tD] }|}qn2durH|r^|}q4ntddd|S)Nrz3loop_pass must be given positive int n_iter (given z) xor predicate (given ))range RuntimeError)sourceoutput_rrrnew_passds   zloop_pass..new_passr)rrrr%rrrr Ps r ) constraintpassescCsnt|D]`\}}t||ddD]B\}}|||r8q$td|d|d|d|d|d|d q$qdS) Nz,pass schedule constraint violated. Expected z before z but found z at index z and z at indexz in pass list.) enumerater!)r&r'iajbrrr"_validate_pass_schedule_constraint{s r.)thisthatcsttdfdd }|S)zd Defines a partial order ('depends on' function) where `this` must occur before `that`. r+r-cs|kp|kSrrr1r0r/rr depends_onsz4this_before_that_pass_constraint..depends_onr)r/r0r3rr2rr sr thesethosecsttdfdd }|S)aQ Defines a partial order ('depends on' function) where `these` must occur before `those`. Where the inputs are 'unwrapped' before comparison. For example, the following pass list and constraint list would be invalid. ``` passes = [ loop_pass(pass_b, 3), loop_pass(pass_a, 5), ] constraints = [these_before_those_pass_constraint(pass_a, pass_b)] ``` Args: these (Callable): pass which should occur first those (Callable): pass which should occur later Returns: depends_on (Callable[[Object, Object], bool] r1cst|kpt|kSrrr1r5rrr3sz6these_before_those_pass_constraint..depends_onr4)r6r7r3rr5rr sr c@seZdZUdZeeed<eeed<dZeed<dddZ e d d Z ed d d Z ddZ eedddZddZddZddZdS)raT Construct a PassManager. Collects passes and constraints. This defines the pass schedule, manages pass constraints and pass execution. Args: passes (Optional[List[Callable]]): list of passes. A pass is a callable which modifies an object and returns modified object constraint (Optional[List[Callable]]): list of constraints. A constraint is a callable which takes two passes (A, B) and returns True if A depends on B and False otherwise. See implementation of `this_before_that_pass_constraint` for example. r' constraintsF _validatedNcCs|pg|_|pg|_dSr)r'r8)selfr'r8rrr__init__s zPassManager.__init__cCs t|}|Sr)r)clsr'Zpmrrrbuild_from_passlistszPassManager.build_from_passlist)_passcCs|j|d|_dSNF)r'appendr9)r:r>rrradd_passs zPassManager.add_passcCs|j|d|_dSr?)r8r@r9r:r&rrradd_constraints zPassManager.add_constraint_passescs0dur dSfdd|jD}||_d|_dS)Ncsg|]}|jvr|qSr)__name__).0psrDrr z+PassManager.remove_pass..F)r'r9)r:rE passes_leftrrDr remove_passs zPassManager.remove_passcCsBg}|jD]&}|j|jkr&||q ||q ||_d|_dSr?)r'rFr@r9)r:_targetZ _replacementrKrHrrr replace_passs    zPassManager.replace_passcCs,|jr dS|jD]}t||jqd|_dS)z Validates that current pass schedule defined by `self.passes` is valid according to all constraints in `self.constraints` NT)r9r8r.r'rBrrrvalidates  zPassManager.validatecCs$||}|jD] }||}q|Sr)rOr')r:r"outr>rrr__call__s   zPassManager.__call__)NN)rF __module__ __qualname____doc__listr__annotations__r9boolr; classmethodr=rArCstrrLrNrOrQrrrrrs        r)NN)logging functoolsrinspectrtypingrr getLoggerrFr__all__r INFOr intr rWrUr.r r rrrrrs&    ( ,