sgddlmZddlmZddlmZmZmZddlZeje Z gdZ dedefdZ ejfdedefd Zdd ed eed eefd ZdeeegefdeefdZdedefdZdedefdZGddZy)wrapsunwrap)CallableListOptionalN) PassManagerinplace_wrapperlog_hook loop_pass this_before_that_pass_constraint"these_before_those_pass_constraintfnreturnc.tfd}|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]) c|}|SN)gmvalrs O/var/www/html/venv/lib/python3.12/site-packages/torch/fx/passes/pass_manager.py wrapped_fnz#inplace_wrapper..wrapped_fn sf r)rrs` rr r s# 2Y rc2tfd}|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]) cH|}tjd||S)NzRan pass %s Return value: %s)loggerlog)rrrlevels rrzlog_hook..wrapped_fnFs$f 5:BD rr)rrrs`` rr r 's#> 2Y r base_passn_iter predicatecVduduz sJdtfd}|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.c|}dkDrtD] }|} |S|r|}|r|Stddd)Nrz3loop_pass must be given positive int n_iter (given z) xor predicate (given ))range RuntimeError)sourceoutput_r r!r"s rnew_passzloop_pass..new_pass`s  &1*6] +"6* +  "F#"6*F# E(1)A? rr)r r!r"r+s``` rr r PsN $  BAB  9   Or constraintpassesct|D]E\}}t||dzdD],\}}|||rtd|d|d|d|d|d|d Gy) 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-iajbs r"_validate_pass_schedule_constraintr5ws&!1fQUWo. DAq!Q>qc!aS 1#U1#YqcB  rthisthatc0dtdtffd }|S)zd Defines a partial order ('depends on' function) where `this` must occur before `that`. r2r4c|k7xs|k7Srr)r2r4r7r6s r depends_onz4this_before_that_pass_constraint..depends_onsDy%AI%rr)r6r7r:s`` rrrs &h&8& rthesethosec0dtdtffd }|S)a_ 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] r2r4c@t|k7xst|k7Srr)r2r4r<r=s rr:z6these_before_those_pass_constraint..depends_ons ayE!7VAY%%77rr;)r<r=r:s`` rrrs28h888 rceZdZUdZeeed<eeed<dZeed< ddZ e dZ d efd Z d Z d eefd ZdZdZdZy)r aT 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 _validatedNc0|xsg|_|xsg|_yr)r-rA)selfr-rAs r__init__zPassManager.__init__s l &,"rct|}|Sr)r )clsr-pms rbuild_from_passlistzPassManager.build_from_passlists   r_passcH|jj|d|_yNF)r-appendrB)rDrJs radd_passzPassManager.add_passs 5!rcH|jj|d|_yrL)rArMrBrDr,s radd_constraintzPassManager.add_constraints  +r_passesc|yg}|jD]"}|j|vs|j|$||_d|_yrLr-__name__rMrB)rDrR passes_leftpss r remove_passzPassManager.remove_passsL ?  ++ 'B{{')""2& '" rcg}|jD]>}|j|jk(r|j|.|j|@||_d|_yrLrT)rD_target _replacementrVrWs r replace_passzPassManager.replace_passsX ++ 'B{{g...""<0""2&  ' " rcz|jry|jD]}t||jd|_y)z Validates that current pass schedule defined by `self.passes` is valid according to all constraints in `self.constraints` NT)rBrAr5r-rPs rvalidatezPassManager.validates: ?? ** HJ .z4;; G Hrc\|j|}|jD] }||} |Sr)r^r-)rDr(outrJs r__call__zPassManager.__call__s1 [[ E*C  rNN)rU __module__ __qualname____doc__rr__annotations__rBboolrE classmethodrIrNrQstrrXr\r^rarrrr r sx  NhJ-  h   49   rr rb) functoolsrinspectrtypingrrr logging getLoggerrUr__all__r INFOr intr rgr5rrr rrrrrs++   8 $ X&")%%(%R  8C= HU]L^ N (H-t34 >B8n  8 8 hx>NNr