o
    )vi\'                    @   s  d Z ddlZddlZddlZddlZddlZddlZddlmZ ddl	m
Z
mZmZmZmZ ddlmZ ddlmZ ddlZddlmZmZmZ dd	lmZmZmZ dd
lmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z& ddl'm(Z(m)Z) ddl*m+Z+m,Z,m-Z-m.Z. ddl/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8 ddl9m:Z:m;Z;m<Z< ddl=m>Z> zddl?m@Z@ W n eAy   dZ@Y nw erddlBmCZC ddlDmEZEmFZF ededZGd[d\ddZHd\ddZIdeJeKe<f fddZLdd  ZMh d!ZNd"d# ZOG d$d% d%e<ZPG d&d' d'ePZQG d(d) d)ePZRG d*d+ d+e<ZSG d,d- d-eSZTG d.d/ d/ePZUG d0d1 d1eUZVG d2d3 d3eQZWG d4d5 d5eWZXG d6d7 d7eQZYd\d8d9ZZG d:d; d;ePZ[G d<d= d=e<Z\G d>d? d?e<Z]d@dA Z^d\dBdCZ_G dDdE dEeQZ`G dFdG dGeQZaG dHdI dIeQZbG dJdK dKe<ZcG dLdM dMe<ZdG dNdO dOe<ZeG dPdQ dQe<ZfddRlDmgZgmhZh G dSdT dTehZiei ZjG dUdV dVe<ZkG dWdX dXe<ZlG dYdZ dZe<ZmdS )]a  
Function-related variable tracking classes for Dynamo's symbolic execution.

This module contains classes that track different types of functions during graph
compilation, including:
- User-defined functions and methods
- Built-in functions and methods
- Wrapped functions (e.g. from decorators)
- Special function types (e.g. functools.partial)
- Triton kernels and related function types

These classes are responsible for:
- Tracking function calls and their arguments
- Managing function closures and cell variables
- Handling function attributes and special methods
- Maintaining guards for function identity and closure contents
- Supporting function inlining and specialization
- Enabling proper symbolic execution of different function types

The variable trackers here work together with the rest of Dynamo to enable
accurate graph capture while handling Python's various function-related behaviors.
    N)Sequence)AnyCallableOptionalTYPE_CHECKINGTypeVar)Never)patch   )graph_break_hints	polyfills	variables)create_call_functioncreate_rot_nis_generator)
get_dynamo_observed_exceptionhandle_observed_exceptionInfiniteGeneratorErrorObservedExceptionObservedGeneratorExitObservedUserStopIterationraise_observed_exception	SkipFrameunimplemented_v2Unsupported)GuardBuilderinstall_guard)
AttrSourceConstantSourceDefaultsSourceGetItemSource)	check_constant_argscheck_unspec_or_constant_argscmp_name_to_op_mappingcountersidentityis_functionis_wrapper_or_member_descriptoristype	make_cell   )typestrValueMutationNewVariableTrackerConstantVariable)_fsdp_param_group)InstructionTranslator)TritonGridTypeTritonKernelType_F)boundtxr1   c                 C   s,   t |tr|S |st| |S tj||S N)
isinstancer-   buildr   LazyVariableTrackercreate)r6   valsource r>   ^/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/torch/_dynamo/variables/functions.pywrap_bound_argW   s
   
r@   c                 C   s6   t | D ]\}}t|ttfrt| |||< qd S r7   )listitemsr8   tupledictr@   )r6   resultkvr>   r>   r?   wrap_args_kwargsc   s
   rH   rE   c                 C   sB   | j j}|jD ]}| }||v r|||| |||< qdS )z
    Update `result` to add mapping from local name to new cells created
    directly by `code`, or update SideEffects in `parent` if the a local cell is
    already in `result` (cell argument).
    N)outputside_effectsco_cellvarstrack_cell_new
store_cellpop)parentrE   coderJ   namenew_cellr>   r>   r?   init_cellvarsj   s   

rS   c           
      C   sd   ddl m} || ||||}||_t|tr"ddlm}	 t|	|}|d u s-t|ts-J ||_|S )Nr   )FunctionTypepairwise)	typesrT   __kwdefaults__r8   rC   	itertoolsrV   rD   __annotations__)
rP   	f_globalsrQ   defaultsclosure
kwdefaultsannotationsrT   funcrV   r>   r>   r?   _create_nested_fn{   s   
ra   >   __doc____code____closure____globals____defaults__rX   rZ   c                 C   sl   |ot ||}zt||}W n ty   tt|  Y nw |tv r't||}|r0tj	||S t
| |S r7   )r   inspectgetattr_staticAttributeErrorr   fn_known_dunder_attrsgetattrr   r:   r;   r-   r9   )r6   fnr=   rQ   subobjr>   r>   r?   fn_var_getattr   s   
rn   c                   @   s\   e Zd Zdd Zdd Z							
		dddZdddedefddZdd Z	dd Z
dS )BaseUserFunctionVariablec                 C   
   |   jS r7   get_codeco_filenameselfr>   r>   r?   get_filename      
z%BaseUserFunctionVariable.get_filenamec                 C   rp   r7   rr   co_namert   r>   r>   r?   get_name   rw   z!BaseUserFunctionVariable.get_namer6   r1   argslist[VariableTracker]kwargsdict[str, VariableTracker]returnr-   c                 C   s   | | g |  ||S r7   )inline_user_function_return	self_argsru   r6   r{   r}   r>   r>   r?   call_function   s   z&BaseUserFunctionVariable.call_functionrQ   c                 C   sL   d}z	t |  |}W n ty   |dkrt| trd}Y nw tj|S )NF__name__T)hasattrget_functionNotImplementedErrorr8   NestedUserFunctionVariabler   r/   r;   ru   r6   rQ   rE   r>   r>   r?   call_obj_hasattr   s   z)BaseUserFunctionVariable.call_obj_hasattrc                 C   s   t t|  jS r7   )rA   rg   	signaturer   
parametersrt   r>   r>   r?   inspect_parameter_names      z0BaseUserFunctionVariable.inspect_parameter_namesc                 C      i S r7   r>   ru   r6   r>   r>   r?   closure_vars      z%BaseUserFunctionVariable.closure_varsNr6   r1   r{   r|   r}   r~   r   r-   )r   
__module____qualname__rv   rz   r   strr-   r   r   r   r>   r>   r>   r?   ro      s*    

ro   c                       s   e Zd ZdZddhejZedd Zd)d* fd	d
Z fddZ	dd Z
dd Zdd Zdd Zdd Zdd Zdeeef fddZdddefddZdddedefd d!Z			"	#	$	%		&d+ fd'd(Z  ZS ),UserFunctionVariablez-Some unsupported user-defined global functionrl   is_constantc                 C      t |tj | ||dS Nr=   )r   
make_guardr   CLOSURE_MATCHclsvaluer=   r>   r>   r?   create_with_source   s   z'UserFunctionVariable.create_with_sourceFr   Nc                    sp   t  jdi | t|ddrd| _nd| _t|tjtjj	fs,J dt
| d| t|d|}|| _d S )N_dynamo_marked_constantFTzexpected FunctionType found  _torchdynamo_inliner>   )super__init__rk   r   r8   rW   rT   torchjitScriptFunctionr+   rg   rh   rl   ru   rl   r   r}   	__class__r>   r?   r      s   
zUserFunctionVariable.__init__c                    s   t | tr| jS t  S r7   )r(   r   rl   r   as_python_constantrt   r   r>   r?   r      s   

z'UserFunctionVariable.as_python_constantc                 C      g S r7   r>   rt   r>   r>   r?   r      r   zUserFunctionVariable.self_argsc                 C      | j S r7   rl   rt   r>   r>   r?   r         z!UserFunctionVariable.get_functionc                 C      | j jS r7   )rl   rc   rt   r>   r>   r?   rr         zUserFunctionVariable.get_codec                 C      t jS r7   rW   rT   rt   r>   r>   r?   python_type   r   z UserFunctionVariable.python_typec                 C   s   t | jdd d uS N__self__)rk   rl   rt   r>   r>   r?   has_self      zUserFunctionVariable.has_selfc                 C   r   r7   )rl   re   rt   r>   r>   r?   get_globals  r   z UserFunctionVariable.get_globalsc              
      s  j rJ |jj}tjt|dj}|jpg }fddt|D }t	
|j|j|jtfddt||D |j}|jrWfdd|jD   fdd|j D |_t|j|i |}	|	  t|	j }
t||
 t||
|j jjp~d}t|tjjjksJ tt jjj|D ]e\}}}|jj}||v r|| }nOj rt!t"j d	|}t"|d
}z
t#$||j%|}W n t&y   t'( }Y nw |)|||}nz	t#$||j%}W n t&y   t'( }Y nw |)d||}||
|< q|
S )z
        Assume `args` and `kwargs` are VariableTracker arguments for a call to
        this function, create new bindings for initial locals.
        )r6   c                    s*   g | ]\}} j d u rd nt j |qS r7   r=   r   ).0idx_rt   r>   r?   
<listcomp>  s    z2UserFunctionVariable.bind_args.<locals>.<listcomp>c                    s   g | ]
\}} ||d qS )r<   r=   r>   )r   argr=   )wrapr>   r?   r     s    
c                    s,   i | ]}| j d u rd nt j |ddqS )NT)is_kwr   )r   rF   rt   r>   r?   
<dictcomp>   s    
z2UserFunctionVariable.bind_args.<locals>.<dictcomp>c                    s"   i | ]\}}|| | d qS r   r>   r   rF   rG   )kwdefaults_sourcesr   r>   r?   r   (  s    r>   rd   cell_contentsN)*r   rI   root_tx	functoolspartialr@   rl   rf   	enumeraterW   rT   rc   re   r   rC   ziprd   rX   rB   rg   r   bindapply_defaultsrD   	argumentsrH   rS   lenco_freevarsrY   countrJ   r=   r    r   r-   r9   r   
ValueErrorr   DeletedVariabletrack_cell_existing)ru   rO   r{   r}   r   rl   r\   defaults_sources	fake_funcr5   rE   r]   r   rQ   cellrJ   cell_varclosure_cellclosure_cell_contentscontents_varr>   )r   ru   r   r?   	bind_args  s|   








zUserFunctionVariable.bind_argsr6   r1   rQ   c                 C   &   |t v r
t| |S t|| j| j|S r7   )r#   r   GetAttrVariablern   rl   r=   ru   r6   rQ   r>   r>   r?   var_getattr[  s   z UserFunctionVariable.var_getattrc                 C   s   t | j|}tj|S r7   )r   rl   r   r/   r;   r   r>   r>   r?   r   `  s   z%UserFunctionVariable.call_obj_hasattrr{   r|   r}   r~   r-   c              	      s  | j tjju rft| j j|i |}|jd }t|t	s>|
 }d|j d}tdd| j d| d| d|g tjd t|ts\| }d	| d
}td|  |d| ddgd |j }	tj|	ddS | jrtt|| j |  ||S |jjjr|jjjszddlm}
 W n ty   d }
Y nw |
d ur| j |
j|
jfv rtjj| t  !|||W  d    S 1 sw   Y  t  !|||S )Nr   z=`nonstrict_trace` expects a callable, but got value of type <>zTypeError from user codezcall_function(, )gb_typecontextexplanationhintsz(Applying `nonstrict_trace` to function <zk>; however, `nonstrict_trace` currently requires the function to be defined outside `torch.compile` region.zLimitation of `nonstrict_tracezmake sure definition of z is outside z`torch.compile` regionTnonstrict_traceable)	FSDPState)"rl   r   _dynamononstrict_tracerg   r   r   r{   r8   ro   r   r   r   r   r   
USER_ERRORr   rz   r   TorchInGraphFunctionVariabler   invoke_and_store_as_constantrI   current_tracerunder_activation_checkpoint#allow_side_effects_under_checkpoint/torch.distributed.fsdp._fully_shard._fsdp_stater   	Exception_pre_forward_post_forwardrJ   r   r   )ru   r6   r{   r}   r5   fn_vartypmsgfn_namerl   r   r   r>   r?   r   f  s`   


	

 z"UserFunctionVariable.call_functionFr   Nr   )r   r   r   rb   ro   _nonvar_fieldsclassmethodr   r   r   r   r   rr   r   r   r   rD   r   r-   r   r   r   r   __classcell__r>   r>   r   r?   r      sF    
W
r   c                       sF   e Zd Zdd fddZedd Z				
					dddZ  ZS )BuiltinMethodVariableFr   Nc                    s,   t  jdi | t|tjsJ || _d S Nr>   )r   r   r8   rW   BuiltinMethodTyperl   r   r   r>   r?   r     s   
zBuiltinMethodVariable.__init__c                 C   s0   | j }| j}|tu r|dkpt|tu o|dkS )N__new____contains__)r   r   rC   type	frozenset)objmethod_selfmethod_namer>   r>   r?   is_supported_builtin_method  s
   z1BuiltinMethodVariable.is_supported_builtin_methodr6   r1   r{   r|   r}   r~   r-   c                 C   s@   | j j}| j j}| jot| jd}t|||}|||||S r   )rl   r   r   r=   r   r-   r9   call_method)ru   r6   r{   r}   r  rQ   
obj_sourceobj_vtr>   r>   r?   r     s
   z#BuiltinMethodVariable.call_functionr   r   r   )r   r   r   r   staticmethodr  r   r  r>   r>   r   r?   r    s    

r  c                
       s   e Zd Zdejded f fddZdd Zdd	 Zd
d Z	dd Z
dd Zdd Z dd ZeZdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"ejfd#d$Zd"ee fd%d&Zd'd( Zd)d* Zd+d, Zd-dd.ed/d0d1d2d"d3f
 fd4d5Z  Z S )6LocalGeneratorObjectVariablerP   inline_tracerr1   c                    s(   t  jdi | || _|| _|| _d S r  )r   r   rP   r[   r  )ru   rP   r[   r  r}   r   r>   r?   r     s   
z%LocalGeneratorObjectVariable.__init__c                 C   r   r7   )rP   rt   r>   r>   r?   rr     r   z%LocalGeneratorObjectVariable.get_codec                 C   rp   r7   rq   rt   r>   r>   r?   rv     rw   z)LocalGeneratorObjectVariable.get_filenamec                 C   rp   r7   rx   rt   r>   r>   r?   rz     rw   z%LocalGeneratorObjectVariable.get_namec                 C   s   t r7   )r   rt   r>   r>   r?   r     r   z)LocalGeneratorObjectVariable.get_functionc                 C      dS NFr>   rt   r>   r>   r?   r     r   z%LocalGeneratorObjectVariable.has_selfc                 C      |   S r7   )rz   rt   r>   r>   r?   r     r   z%LocalGeneratorObjectVariable.__name__c                 C   s   | j j d|   dS )N(r   )r   r   rz   rt   r>   r>   r?   __str__  s   z$LocalGeneratorObjectVariable.__str__c              
   C   s   ddl m} ddlm}m}m} | }||}||}||}	|L |1 |	 | |}
|
js7| 	|| _
t| j
| W d    n1 sJw   Y  W d    n1 sYw   Y  W d    d S W d    d S 1 sqw   Y  d S )Nr   )"disallow_side_effects_in_generator)r1    save_and_restart_speculation_log(temporarely_allow_writes_to_output_graph)torch._dynamo.side_effectsr  torch._dynamo.symbolic_convertr1   r  r  
current_tx_get_inline_tracergenerator_exhaustedforce_unpack_var_sequenceremaining_itemsr   ListIteratorVariablereconstruct)ru   codegenr  r1   r  r  r6   savedisallowtemptracerr>   r>   r?   r$    s   
P z(LocalGeneratorObjectVariable.reconstructc                 C   s   | j |||S r7   )rl   r   r   r>   r>   r?   r        z&LocalGeneratorObjectVariable.bind_argsc                 C   r   r7   r[   rt   r>   r>   r?   r     r   z(LocalGeneratorObjectVariable.get_globalsc                 C   r   r7   )rW   GeneratorTypert   r>   r>   r?   r     r   z(LocalGeneratorObjectVariable.python_typec                 C   s.   ddl m} | jd u r||| g i | _| jS Nr   )InliningInstructionTranslator)r  r.  r  build_inline_tracer)ru   r6   r.  r>   r>   r?   r    s   
z/LocalGeneratorObjectVariable._get_inline_tracerc                 C   s   |  |}|  rtt| zfz,ttdtd i | W  d    W W td  td O  < S 1 s5w   Y  W n, tyI } z|d }~w t	yP     t
yg } ztjj|   t|d }~ww W td  td O  < d S td  td O  < w )Nunimplementedinline_call)r  _is_generator_exhaustedr   StopIterationr	   rD   r$   inline_call_r   r   r   r   r   
eval_frame	skip_coderr   r   )ru   r6   r)  er>   r>   r?   next_variable  s*   

.z*LocalGeneratorObjectVariable.next_variablec                 C   r  r  r>   r   r>   r>   r?   has_unpack_var_sequence  r   z4LocalGeneratorObjectVariable.has_unpack_var_sequencer   c                 C   r  NTr>   r   r>   r>   r?   has_force_unpack_var_sequence"  r   z:LocalGeneratorObjectVariable.has_force_unpack_var_sequencec                 C   s:   g }	 z
| | | W n ty   t| Y |S w qr7   )appendr8  r   r   )ru   r6   rE   r>   r>   r?   r!  %  s   z6LocalGeneratorObjectVariable.force_unpack_var_sequencec              
   C   sL   |  |}z|| W d S  ty% } z|| W Y d }~d S d }~ww r7   )r  _raise_exception_variabler   exception_handler)ru   r6   excr)  r7  r>   r>   r?   _setup_exception/  s   
z-LocalGeneratorObjectVariable._setup_exceptionc                 C   s   | j d u p
| j jdkS )Nr   )r  instruction_pointerrt   r>   r>   r?   _is_generator_just_started8  s   z7LocalGeneratorObjectVariable._is_generator_just_startedc                 C      t | jddS )Nr   F)rk   r  rt   r>   r>   r?   r2  ;  s   z4LocalGeneratorObjectVariable._is_generator_exhaustedr6   rQ   r{   r|   r}   r~   r-   c              	      s.  |dkr	|  |S |dkr| S |dkr8|  r)t|r)tdd |D s)tt| | |}|| |  |S |dkr| |}|  sI|  rQd|_	t
d S z | |t
td tjd	krp|jjd
krpd|_	t
d W S W n ty   d|_	t
d  Y S w z|  |rtt| W n| ty   d|_	t
d  Y S  ty   |jd usJ |j Y S w |dkr| |}z| |t|dkr|d n|d  W n ty    w |  |}tdtfi }z| |t
|d |  | W n t|y   Y |S w tt| |S t |||| d S )N__next____iter__sendc                 s   s$    | ]}t |to|jd u V  qd S r7   )r8   r/   r   r   r   r>   r>   r?   	<genexpr>Q  s
    
z;LocalGeneratorObjectVariable.call_method.<locals>.<genexpr>closeTr>   )      CALL_INTRINSIC_1throwrJ  r*   r   __InternalThrowException)r8  rB  r   allr   	TypeErrorr  	push_manyr2  r   r   r/   r@  ExceptionVariableGeneratorExitsysversion_infonext_instructionopnamer   RuntimeErrorr   symbolic_resultr   r  r   r   r   r  )ru   r6   rQ   r{   r}   r)  retvalexc_typer   r>   r?   r  >  sz   












(
>
z(LocalGeneratorObjectVariable.call_method)!r   r   r   rW   CodeTyper   r   rr   rv   rz   r   r   r  __repr__r$  r   r   r   r  r8  r9  builtinsboolr;  rA   r-   r!  r@  rB  r2  r   r  r  r>   r>   r   r?   r    sJ    	
	r  c                   @   s   e Zd ZdZdS )4ContextlibContextManagerLocalGeneratorObjectVariablez
    .. note::

        This is only used when the function is annotated with @contextlib.contextmanager

        It is a special case of a generator function as we do not allow return a context manager
        from a torch.compile function.
    N)r   r   r   rb   r>   r>   r>   r?   r`    s    r`  c                       sV   e Zd ZdZeddef fddZdd Zdd	 Z	
							dddZ	  Z
S )LocalGeneratorFunctionVariablezxfunctions that behaves like iterators

    .. note::

        This is a wrapper around (Nested)UserFunctionVariable
    )generator_clsvtc                   "   t  jdi | || _|| _d S r  )r   r   rc  rb  )ru   rc  rb  r}   r   r>   r?   r     s   
z'LocalGeneratorFunctionVariable.__init__c                 C   s&   || j j v rt| |S t| j|S r7   )r   __dict__keysrk   rc  )ru   rQ   r>   r>   r?   __getattr__  s   
z*LocalGeneratorFunctionVariable.__getattr__c                 C   s   ddl m} ||| ||S r-  )r  r.  r/  )ru   r6   r{   r}   r.  r>   r>   r?   _build_inline_tracer   s   z3LocalGeneratorFunctionVariable._build_inline_tracerr6   r1   r{   r|   r}   r~   r   r-   c                 C   sH   t | j s	J | |||}| j }| j }| j|||| jdS r   )r   rc  rr   rh  r   rb  r=   )ru   r6   r{   r}   r  rP   r[   r>   r>   r?   r   *  s   

z,LocalGeneratorFunctionVariable.call_functionr   )r   r   r   rb   r  r-   r   rg  rh  r   r  r>   r>   r   r?   ra    s"    
ra  c                       s,   e Zd ZdZ fddZ fddZ  ZS )3FunctionDecoratedByContextlibContextManagerVariablezm
    .. note::

        This is only used when the function is annotated with @contextlib.contextmanager
    c                    s   t  j|fdti| d S )Nrb  )r   r   r`  )ru   rc  r}   r   r>   r?   r   H  s   
z<FunctionDecoratedByContextlibContextManagerVariable.__init__c                    s.   t  |||}t|tjjjsJ d|_|S r:  )r   rh  r8   r   r   symbolic_convert&InliningGeneratorInstructionTranslatoris_generator_from_ctx_manager)ru   r6   r{   r}   r)  r   r>   r?   rh  O  s   zHFunctionDecoratedByContextlibContextManagerVariable._build_inline_tracer)r   r   r   rb   r   rh  r  r>   r>   r   r?   ri  ?  s    ri  c                       s   e Zd ZdZd fddZdefddZdd	 Zd
d Z								d fddZ	 fddZ
dddef fddZ  ZS )UserMethodVariablez$Some unsupported user-defined methodr   Nc                    s    t  jdd|i| || _d S )Nrl   r>   )r   r   r
  )ru   rl   r
  r}   r   r>   r?   r   `  s   
zUserMethodVariable.__init__c                 C   s   | j j d| j d| j dS )Nr  r   r   )r   r   rl   r
  rt   r>   r>   r?   r]  d  s   zUserMethodVariable.__repr__c                 C   s   | j gS r7   )r
  rt   r>   r>   r?   r   g  r   zUserMethodVariable.self_argsc                 C   r   r7   )rW   
MethodTypert   r>   r>   r?   r   j  r   zUserMethodVariable.python_typer6   r1   r{   r|   r}   r~   r-   c           	         s  ddl m} || jr"g |  |}tj| jdd}||||S |j rTt	| j
tjrTt| jdd}|d urB|drB|dksE| jrS| j
j|| jj||| jd	S ntd uro| jtjju rot| j|| j
g|R |S | jrt| j
j| jj}t|||  ||S t |||S )
Nr
   )is_nonstrict_trace_callableTr   r    z	torch.nn.ztorch.nn.utils.parametrize)constant)trace_rulesro  rl   r   r   r   r   rI   is_root_tracerr8   r
  NNModuleVariablerk   
startswithr   r  r   r0   FSDPParamGroupuse_training_stateTorchCtxManagerClassVariabler   r   rz   r   )	ru   r6   r{   r}   ro  	call_argsvarmodule_attrrl   r   r>   r?   r   m  s<   
z UserMethodVariable.call_functionc                    s   t   dd  S Nr*   )r   r   rt   r   r>   r?   r     r   z*UserMethodVariable.inspect_parameter_namesrQ   c                    sF   | j ot| j |}|dkr| jS |dkrt|| j|S t ||S )Nr   __func__)r=   r   r
  r-   r9   rl   r   r   )ru   r6   rQ   r=   r   r>   r?   r     s   zUserMethodVariable.var_getattrr   r   )r   r   r   rb   r   r   r]  r   r   r   r   r   r  r>   r>   r   r?   rm  ]  s"    =rm  c                       <   e Zd Zd fddZ							
		d fddZ  ZS )WrappedUserMethodVariabler   Nc                    sB   | dd  | dd  t j|j|jfi | || _|| _d S Nrl   r
  )rN   r   r   rl   r
  wrappedr   ru   r  r   r}   r   r>   r?   r     s
   
z"WrappedUserMethodVariable.__init__r6   r1   r{   r|   r}   r~   r-   c                    ,   | j | t |||}| j | |S r7   r   enterr   r   exitru   r6   r{   r}   rE   r   r>   r?   r        z'WrappedUserMethodVariable.call_functionr   r   r   r   r   r   r   r  r>   r>   r   r?   r        r  c                       r~  )WrappedUserFunctionVariabler   Nc                    s>   | dd  | dd  t j|jfi | || _|| _d S r  )rN   r   r   rl   r  r   r  r   r>   r?   r     s
   
z$WrappedUserFunctionVariable.__init__r6   r1   r{   r|   r}   r~   r-   c                    r  r7   r  r  r   r>   r?   r     r  z)WrappedUserFunctionVariable.call_functionr   r   r  r>   r>   r   r?   r    r  r  c                    sT   dd   fdd|D } fdd|  D }||i |}| jj||t|dS )Nc                 S   s   t | tjr
|  S |  S r7   )r8   r   TensorVariableget_real_valuer   )xr>   r>   r?   convert  s   z-invoke_and_store_as_constant.<locals>.convertc                    s   g | ]} |qS r>   r>   r   r  r  r>   r?   r         z0invoke_and_store_as_constant.<locals>.<listcomp>c                    s   i | ]	\}}| |qS r>   r>   r   r  r>   r?   r         z0invoke_and_store_as_constant.<locals>.<dictcomp>r   )rB   rI   register_attr_or_moduler   )r6   rl   rQ   r{   r}   resr>   r  r?   r     s   r   c                       sx   e Zd ZdhejZ	d	d fddZdd Zdd	 Zd
d Zdd Z	dd Z
dd Zdd Zdd Zdd Z  ZS )r   r[   Nr   c	           
         sz   t  jdi |	 t| tsJ t| tjsJ t|ts#J || _|| _	|| _
|| _|| _|| _|| _|| _d S r  )r   r   r8   r   r   rW   r\  rD   r   rP   r[   r\   r^   r_   r]   
wrapped_fn)
ru   r   rP   r[   r\   r^   r_   r]   r  r}   r   r>   r?   r     s   
z#NestedUserFunctionVariable.__init__c                 C   r   r7   r>   rt   r>   r>   r?   r     r   z$NestedUserFunctionVariable.self_argsc                 C   s
   | j  S r7   )rP   r   rt   r>   r>   r?   rr     rw   z#NestedUserFunctionVariable.get_codec                 C   r   r7   r   rt   r>   r>   r?   r     r   z&NestedUserFunctionVariable.python_typec                 C   s   | j rtt| j | j| j }| jr| j |_	| j
r%| j
 |_| jrH| j }t|tr>ddlm} t||}t|tsEJ ||_|S )Nr   rU   )r]   r   rW   rT   rP   r   r[   r   r\   rf   r^   rX   r_   r8   rC   rY   rV   rD   rZ   )ru   r`   r_   rV   r>   r>   r?   r     s&   

z'NestedUserFunctionVariable.get_functionc                 C   s
   | j d uS r7   )r]   rt   r>   r>   r?   has_closure0  rw   z&NestedUserFunctionVariable.has_closurec                 C   r  r  r>   rt   r>   r>   r?   r   3  r   z#NestedUserFunctionVariable.has_selfc                 C   r   r7   r+  rt   r>   r>   r?   r   6  r   z&NestedUserFunctionVariable.get_globalsc                 C   s   |   }t|| j| j | jrt| jjnd tdd t	t
|   jD }| jr1| j |_t|j|i |}|  t|j }t|jj| t||| t|jD ]\}}	|	|vscJ | jj| }
|
||	< qY|S )Nc                 s   s    | ]}t d V  qd S r7   )r)   )r   r   r>   r>   r?   rH  @      z7NestedUserFunctionVariable.bind_args.<locals>.<genexpr>)rr   rW   rT   r[   r   r   r\   rC   rB   ranger   r   r^   keys_as_python_constantrX   rg   r   r   r   rD   r   rH   rI   r   rS   r   r]   )ru   rO   r{   r}   rP   r`   r5   rE   r   rQ   r   r>   r>   r?   r   9  s(   
z$NestedUserFunctionVariable.bind_argsc                    sn     fdd  | j   | jg  t| jjj | j	r+ | j	 n	  
d g | jr= | j n	  
d g | jrO | j n	  
d g | jrzz| j }  |g W n tyy    | j Y n
w   
d g  tdd | jr   fdd  | j  tdd  td  tdd d S d S )	Nc                      s     tdS )Nra   )load_import_fromr   r>   r%  r>   r?   <lambda>S      z8NestedUserFunctionVariable.reconstruct.<locals>.<lambda>   Fc                           ddS )Nr   wrapsr  r>   r  r>   r?   r  w  r  r*   r
   T)add_push_nullrP   extend_outputcreate_load_const_uncheckedr[   r/   r;   r   ry   r\   create_load_constr]   r^   r_   r   r   r   r  r   )ru   r%  r_   r>   r  r?   r$  Q  sF   





z&NestedUserFunctionVariable.reconstructr7   r   )r   r   r   ro   r   r   r   rr   r   r   r  r   r   r   r$  r  r>   r>   r   r?   r     s$    r   c                       sx   e Zd ZddhejZdd fddZdd Zed	d
 Z								dddZ	dddZ
dddefddZ  ZS )SkipFunctionVariabler   reasonNr   c                    rd  r  )r   r   r   r  )ru   r   r  r}   r   r>   r?   r        
zSkipFunctionVariable.__init__c                 C   r   r7   r   rt   r>   r>   r?   r     r   z'SkipFunctionVariable.as_python_constantc                 C   s$   t |st|tj | ||dS r   )r'   r   r   r   FUNCTION_MATCHr   r>   r>   r?   r     s   z'SkipFunctionVariable.create_with_sourcer6   r1   r{   r|   r}   r~   r-   c              	   C   s  t | jddrtdt| jd| j ddgd d S | jtjju rC|dd }|r.|	 }td	d
| d| dd| dgd d S t
| jdd}t
| jdd }|d u rWdnt|}z)t | j}d| d| d}	d| dg}
d|vr|
d| d| ddg7 }
W n^ ty   ddh}||v rd| d | d}	d!d"g}
n?|d ur|d#rd$| d | d }	d%g}
tjj|	d& d&|
  nd'| d | d(}	d)d*g}
tjj|	d& d&|
  Y nw |d+krd,}	g }
| jr| jnd-}td.d/| d0| d1| |	|
d d S )2N_torchdynamo_disableFz1Skip calling `torch.compiler.disable()`d functionzSkip calling function `z4` since it was wrapped with `torch.compiler.disable`z(Remove the `torch.compiler.disable` callr   r   z%Call to `torch._dynamo.graph_break()`z0Called `torch._dynamo.graph_break()` with args `z`, kwargs ``z$User-inserted graph break. Message: z.Remove the `torch._dynamo.graph_break()` call.r   z<unknown qualname>r   z<unknown module>z?Dynamo developers have intentionally marked that the function `z` in file `z` should not be traced.zAvoid calling the function `z`.r   zRemove the function `z` or the file `zv` from torch/_dynamo/trace_rules.py. More graph breaks may occur as a result of attempting to trace into the function.z Please file an issue to PyTorch._abc	_warningsz6Dynamo does not know how to trace the Python builtin `.zIf you are attempting to call a logging function (e.g. `_warnings.warn`), you can try adding it to `torch._dynamo.config.reorderable_logging_functions`.zKPlease file an issue on GitHub so the PyTorch team can add support for it. optreez*Dynamo cannot trace optree C/C++ function zi Consider using torch.utils._pytree - https://github.com/pytorch/pytorch/blob/main/torch/utils/_pytree.py
z/Dynamo does not know how to trace the builtin `z.` This function is either a Python builtin (e.g. _warnings.warn) or a third-party C/C++ Python extension (perhaps created with pybind).zIf it is a Python builtin, please file an issue on GitHub so the PyTorch team can add support for it and see the next case for a workaround.a  If it is a third-party C/C++ Python extension, please either wrap it into a PyTorch-understood custom operator (see https://pytorch.org/tutorials/advanced/custom_ops_landing_page.html for more details) or, if it is traceable, use `torch.compiler.allow_in_graph`.allow_in_graphzFound an allow_in_graph decorator to a function which is created inside the parent function that is getting compiled. This is not supported for now.z<missing reason>z,Attempted to call function marked as skippedzmodule: z, qualname: z, skip reason: )rg   rh   r   r   r   r   r   graph_breakgetr   rk   getfilerP  ru  utils	warn_oncejoinr  )ru   r6   r{   r}   graph_break_msgqualname	module_ormodule_namepathr   r   known_python_builtin_modulesr  r>   r>   r?   r     s   

	

&
z"SkipFunctionVariable.call_functionc                 C   s   t jt| j|S r7   )r   r/   r;   r   r   r   r>   r>   r?   r     r   z%SkipFunctionVariable.call_obj_hasattrrQ   c                 C   r   r7   )r#   r   r   rn   r   r=   r   r>   r>   r?   r     s   z SkipFunctionVariable.var_getattrr7   r   r   r6   r1   )r   r   r   r-   r   r   r   r  r   r   r   r   r   r  r>   r>   r   r?   r    s*    


hr  c                       sJ   e Zd ZdZd fddZd fdd	Z			
					dddZ  ZS )WrapperUserFunctionVariablea3  
    Used to represent a wrapper object that contains the actual callable as an
    attribute. For example, torch.jit.script/trace have the original function at
    their _torchdynamo_inline attribute. Similarly, functions with
    __script_if_tracing_wrapper have the original attr at "__original_fn".
    r   Nc                    rd  r  )r   r   wrapper_objattr_to_trace)ru   r  r  r}   r   r>   r?   r     r  z$WrapperUserFunctionVariable.__init__r6   r1   c                    sF   || j krt| j| j }| jot| j|}t|||S t ||S r7   )	r  rk   r  r=   r   r-   r9   r   r   )ru   r6   rQ   r<   r=   r   r>   r?   r     s
   
z'WrapperUserFunctionVariable.var_getattrr{   r|   r}   r~   r-   c                 C   s&   t tj|| t | jg||S r7   )r   r   r   getattr_and_tracer   r/   r  r   r>   r>   r?   r     s   z)WrapperUserFunctionVariable.call_functionr   r  r   )r   r   r   rb   r   r   r   r  r>   r>   r   r?   r  	  s    r  c                  C   s   t j rddlm}  | S i S )Nr   traceable_collective_remaps)r   distributedis_available)torch.distributed._functional_collectivesr  r  r>   r>   r?   _traceable_collective_remaps+  s   
r  c                 C   s>   t j s	J d|t  v sJ |j}| d}t||S )NzIllegal invocation.z)torch.distributed._functional_collectives)r   r  r  r  valuesr   import_sourcer   )r6   rl   
inner_namepath_sourcer>   r>   r?   _traceable_collectives_source6  s
   

r  c                       sd   e Zd ZdZd fddZeddd	Zed
d ZedddZ								dddZ	  Z
S )!CollectiveFunctionRewriteVariablea  
    Some of the torch.distributed.* collective APIs are possible to rewrite to 'traceable' collectives.

    This class provides both a way to check if a function is remappable, and perform the remapping.

    In the case that a function is 'remappable' but only for some combinations of call-time arguments,
    we check the args at `call_function` time and fall back to graph-breaking if needed.  This is no worse
    than status-quo as we currently graph-break on all distributed.* collectives.
    r   Nc                   s,   t  j|fi | t|tsJ || _d S r7   )r   r   r8   r   replacement_var)ru   rl   r  r}   r   r>   r?   r   J  s   
z*CollectiveFunctionRewriteVariable.__init__r6   r1   c                 K   s6   t | |\}}t |ft|fd|i||d|S )Nr=   )r  r=   )r  rewriter   )r6   old_fnr=   optionsnew_fn
new_sourcer>   r>   r?   r;   O  s   z(CollectiveFunctionRewriteVariable.createc                 C   s   t | o	| t v S r7   )rg   
isfunctionr  )variabler>   r>   r?   can_rewriteY  s   z-CollectiveFunctionRewriteVariable.can_rewritec                 C   s   t  | }|t| |fS r7   )r  r  )r6   rl   r  r>   r>   r?   r  _  s   
z)CollectiveFunctionRewriteVariable.rewriter{   r|   r}   r~   r-   c           	      C   s   dd l m} ddlm} t| j}t|j|i |j	}d}d|v rA|d 
 rAtd| j d|d|d| j g tjd	 | j|j|j|jfv rs|d
}|d urX|jn|jd
 j}||vritd| tj|| |d
< | j|||S )Nr   )REDUCE_OP_TO_STRr>   async_opz)async_op=True for distributed collectivesz, args=	, kwargs=z3`torch.compile` doesn't support `async_op=True for r   opzUnsupported all_reduce op: )torch.distributedr  r  r  rg   r   rl   rD   r   r   r   r   r   SUPPORTABLE
all_reducereduce_scatter_tensor_reduce_scatter_baser  r   r   defaultr   r   r/   r;   r  r   )	ru   r6   r{   r}   distr  r   reduce_op_var	reduce_opr>   r>   r?   r   d  s<   	
	

z/CollectiveFunctionRewriteVariable.call_functionr   r  r   )r   r   r   rb   r   r  r;   r  r  r   r  r>   r>   r   r?   r  ?  s$    
	
r  c                       s.   e Zd Z								d fd	d
Z  ZS )FunctoolsWrapsVariabler6   r1   r{   r|   r}   r~   r   r-   c                    s6   |st  dkr fdd}t|S t | |S )Nr*   c                    s8   t | tjr| j d dS td|  dg tjd d S )Nr   )r  zfunctools.wrapsz]`torch.compile` can't trace `functools.wraps` on functions defined outside the compile regionr   )r8   r   r   cloner   r   r  r   r{   r>   r?   r    s   
z3FunctoolsWrapsVariable.call_function.<locals>.wraps)r   r   LambdaVariabler   r   )ru   r6   r{   r}   r  r   r  r?   r     s   
z$FunctoolsWrapsVariable.call_functionr   )r   r   r   r   r  r>   r>   r   r?   r    s    r  c                   @   s.   e Zd Zdd Z									
dddZdS )CollectionsNamedTupleFunctionc                 C   r   r7   r   rt   r>   r>   r?   r     r   z0CollectionsNamedTupleFunction.as_python_constantr6   r1   r{   r|   r}   r~   r   r-   c                 C   sl   t ||}|r#| jdd |D i dd | D }tj|t dS tdd|d|d	g tjd
 d S )Nc                 S      g | ]}|  qS r>   r   r  r>   r>   r?   r     r  z?CollectionsNamedTupleFunction.call_function.<locals>.<listcomp>c                 S      i | ]	\}}||  qS r>   r  r   r>   r>   r?   r     r  z?CollectionsNamedTupleFunction.call_function.<locals>.<dictcomp>)mutation_typeznamedtuple constructionzargs=r  z?`torch.compile` only support certain input types for namedtupler   )	r!   rl   rB   r   UserDefinedClassVariabler,   r   r   r  )ru   r6   r{   r}   constant_argsr   r>   r>   r?   r     s$   

z+CollectionsNamedTupleFunction.call_functionNr   )r   r   r   r   r   r>   r>   r>   r?   r    s    r  c                       s   e Zd Zdeddf fddZdd Zdd	 Zd
d Z								dddZddde	defddZ
ddde	fddZdd Zdd Z  ZS )FunctoolsPartialVariabler`   r   Nc                    sP   t  jdi | || _t|tsJ || _t|tsJ || _t	t
| _d S r  )r   r   r`   r8   rA   r{   rD   keywordsr   r   r%   
fake_value)ru   r`   r{   r  r}   r   r>   r?   r     s   z!FunctoolsPartialVariable.__init__c                 C   r   r7   )r   r   rt   r>   r>   r?   r     r   z$FunctoolsPartialVariable.python_typec                    s      fdd  | j | jr | j | js) tt| jd d d S  | j  t	| j
 }  t|t| j d |d d S )Nc                      r  )Nr   r   r  r>   r  r>   r?   r    r  z6FunctoolsPartialVariable.reconstruct.<locals>.<lambda>r*   F)r  r`   r{   foreachr  r  r   r   r  rC   rf  create_call_function_kw)ru   r%  rf  r>   r  r?   r$    s   
z$FunctoolsPartialVariable.reconstructc                 C   r  r7   r  rt   r>   r>   r?   r     r   z%FunctoolsPartialVariable.get_functionr6   r1   r{   r|   r}   r~   r-   c                 C   s(   | j | }i | j|}| j|||S r7   )r{   r  r`   r   )ru   r6   r{   r}   merged_argsmerged_kwargsr>   r>   r?   r     s   
z&FunctoolsPartialVariable.call_functionrQ   c                 C   s   t jttt|S r7   )r   r/   r;   r   r   r   r%   r   r>   r>   r?   r     s   z)FunctoolsPartialVariable.call_obj_hasattrc                 C   sp   | j ot| j |}|dkr| jS |dkrtj| j|dS |dkr1dd | j D }tj||dS t	t
| d S )Nr`   r{   r   r  c                 S   s   i | ]
\}}t ||qS r>   )r/   r;   r   r>   r>   r?   r     s    z8FunctoolsPartialVariable.var_getattr.<locals>.<dictcomp>)r=   r   r`   r   ListVariabler{   r  rB   ConstDictVariabler   ri   )ru   r6   rQ   r=   rB   r>   r>   r?   r     s   z$FunctoolsPartialVariable.var_getattrc                 C   :   t j| j gdd | jD R i dd | j D S )Nc                 S   r  r>   r  rG  r>   r>   r?   r     r  z?FunctoolsPartialVariable.as_python_constant.<locals>.<listcomp>c                 S   r  r>   r  r   r>   r>   r?   r     r  z?FunctoolsPartialVariable.as_python_constant.<locals>.<dictcomp>)r   r   r`   r   r{   r  rB   rt   r>   r>   r?   r   	  s   z+FunctoolsPartialVariable.as_python_constantc                 C   r  )zcSimilar to as_python_constant(), but add ID_MATCH guards to try to force things to become constantsc                 S   r  r>   guard_as_python_constant)r   rG   r>   r>   r?   r     r  zEFunctoolsPartialVariable.guard_as_python_constant.<locals>.<listcomp>c                 S   r  r>   r  r   r>   r>   r?   r     r  zEFunctoolsPartialVariable.guard_as_python_constant.<locals>.<dictcomp>)r   r   r`   r  r{   r  rB   rt   r>   r>   r?   r    s   z1FunctoolsPartialVariable.guard_as_python_constantr   )r   r   r   r-   r   r   r$  r   r   r   r   r   r   r  r  r>   r>   r   r?   r    s0    


r  c                       s   e Zd ZdddhejZeeddee	de
f ejf fddZed	d
 Zdeddf fddZedefddZdd Zdd Z								d ddZ						d!ddZdd Z  ZS )"PolyfilledFunctionVariablerl   r  traceable_fnNr   .c                 C   r   r7   r>   )r   r>   r>   r?   _get_polyfill_handlers!  s   z1PolyfilledFunctionVariable._get_polyfill_handlersc                 C   r   r   )r   r   r   r  r   r>   r>   r?   r   &  s   z-PolyfilledFunctionVariable.create_with_sourcec                    s   t  jdi | || _|  ||}t|s"J d| d| dD ]}t||d }|r8t|s4J |} n	q$td| d|| _|| _	d S )NzPolyfill handler z is not callable for )__torch_dynamo_polyfill____python_implementation__z# does not have a traceable functionr>   )
r   r   rl   r   r  callablerk   rX  r  r  )ru   rl   r}   handlercandidate_attr	candidater  r   r>   r?   r   ,  s    

z#PolyfilledFunctionVariable.__init__c                 C   r   r7   )r  rt   r>   r>   r?   polyfill_fnC  s   z&PolyfilledFunctionVariable.polyfill_fnc                 C   rC  )N*__torch_dynamo_can_constant_fold_through__F)rk   r  rt   r>   r>   r?   can_constant_fold_throughG     z4PolyfilledFunctionVariable.can_constant_fold_throughc                 C   r  r7   r  rt   r>   r>   r?   r   L  r   z'PolyfilledFunctionVariable.get_functionr6   r1   r{   r|   r}   r~   r-   c              
   C   s   |   r#t||r#| jdd |D i dd | D }t||S | jtju rot|dkro|sot	|d t
jt
jfrotdd |d jD rot
jj||jd	tjtd
d |d jD fi tdd |d jD dS t|| j}||||S )Nc                 S   r  r>   r  r  r>   r>   r?   r   Z  r  z<PolyfilledFunctionVariable.call_function.<locals>.<listcomp>c                 S   r  r>   r  r   r>   r>   r?   r   [  r  z<PolyfilledFunctionVariable.call_function.<locals>.<dictcomp>r*   r   c                 s   s@    | ]}t |tjrt |jtpt |tjo| tu V  qd S r7   )r8   r   r/   r   intSymNodeVariabler   r  r>   r>   r?   rH  f  s    
z;PolyfilledFunctionVariable.call_function.<locals>.<genexpr>r   c                 s   s    | ]}|  V  qd S r7   as_proxy)r   ar>   r>   r?   rH  q  r  c                 S   s$   g | ]}t |tjr|jn|jqS r>   )r8   r   r/   r   sym_numr  r>   r>   r?   r   u  s    
)r  )r	  r"   rl   rB   r-   r9   r^  sumr   r8   r   r  TupleVariablerO  r  r;   rI   create_proxyr   sym_sumrC   r  r   )ru   r6   r{   r}   rE   traceable_function_variabler>   r>   r?   r   O  sH   
	z(PolyfilledFunctionVariable.call_functionc                 C   s   |dkr|  |||S t| j|d }|d us!J d| d| j t|s0J d| d| j i }| jr=t| j||d< t|fi |}| |||S )N__call__zMember z not found in z is not callable in r=   )r   rk   rl   r&   r=   r   r  )ru   r6   rQ   r{   r}   methodr  polyfilled_method_variabler>   r>   r?   r    s   z&PolyfilledFunctionVariable.call_methodc                 C   r   r7   r   rt   r>   r>   r?   r     r   z-PolyfilledFunctionVariable.as_python_constantr   r{   r|   r}   r~   r   r-   )r   r   r   r-   r   r  r   	lru_cacherD   r   r   rW   rT   r   r   r4   r   propertyr  r	  r   r   r  r   r  r>   r>   r   r?   r    sD    $

4
r  c                   @   s   e Zd Zdd ZdS )TracebackVariablec                 C   s   d S r7   r>   r   r>   r>   r?   r     s    zTracebackVariable.call_functionN)r   r   r   r   r>   r>   r>   r?   r    s    r  c                       s4   e Zd Z fddZdd Zdd Zdd Z  ZS )	SysFunctionVariablec                    s   t  jdi | || _d S r  )r   r   r   )ru   r   r}   r   r>   r?   r     s   
zSysFunctionVariable.__init__c                 C   s`   t |jr|jd }|j}d }t|||t||g}ntd td td g}t|S )N)r   exn_vt_stackr[  r-   r9   r   r/   r  )ru   r6   exnr   tbrB   r>   r>   r?   exc_info  s   




zSysFunctionVariable.exc_infoc                 C   s   |  |jd S r|  )r"  rB   r   r>   r>   r?   	exception  r*  zSysFunctionVariable.exceptionc                 C   s0   | j tju r| |S | j tju sJ | |S r7   )r   rT  r"  r#  r   r>   r>   r?   r     s   

z!SysFunctionVariable.call_function)r   r   r   r   r"  r#  r   r  r>   r>   r   r?   r    s
    r  )TMADescriptorMetadataTritonHOPifierc                   @   s   e Zd ZdedefddZdedefddZdedefd	d
Z	de
ejjjdf fddZdd Zdd Zdd Zdd ZdedefddZdddee ddfddZdefddZd S )!DynamoTritonHOPifierr   r   c                 C   s   t |r7   )r   )ru   r   r>   r>   r?   raise_unsupported  r   z&DynamoTritonHOPifier.raise_unsupportedmaybe_callablec                 C   s   t |ttfS r7   )r8   r   r   )ru   r(  r>   r>   r?   is_callable  r
  z DynamoTritonHOPifier.is_callabler<   c                 C   s   |j S r7   r  )ru   r<   r>   r>   r?   	get_value  r   zDynamoTritonHOPifier.get_value.c                 C   sB   ddl m} t||r| S tddt| dg tjd d S )Nr*   )BaseListVariablez/unsupported grid type for triton hop check_gridzgrid type = z;`torch.compile` only supports list-like grid for check_gridr   )listsr+  r8   r  r   r  r   r  )ru   gridr+  r>   r>   r?   
check_grid  s   

zDynamoTritonHOPifier.check_gridc                 C   s&   dd |  D }|||gi }|S )Nc                 S      i | ]\}}t j||qS r>   r   r/   r;   r   r>   r>   r?   r     s    z2DynamoTritonHOPifier.call_grid.<locals>.<dictcomp>)rB   r   )ru   r-  metar6   r>   r>   r?   	call_grid  s   zDynamoTritonHOPifier.call_gridc           	      C   s*   ddl m} |||}||||}|S )Nr*   )SourcelessBuilder)builderr3  r;   r   )	ru   user_fnr{   r}   r6   r  r3  wrapped_user_functionrE   r>   r>   r?   call_user_defined_fn  s   z)DynamoTritonHOPifier.call_user_defined_fnc                 C   s*   ddl m} ||t|j| |}|S )Nr*   )VariableBuilder)r4  r8  r   kernel_source_wrap)ru   user_objr6   r  rQ   r8  wrapped_user_objr>   r>   r?   wrap_user_defined_obj  s   z*DynamoTritonHOPifier.wrap_user_defined_objc                 C   s   | |}dd |D }|S )Nc                 S   r  r>   r  )r   configr>   r>   r?   r     r  z=DynamoTritonHOPifier.maybe_unpack_configs.<locals>.<listcomp>)unpack_var_sequence)ru   configsr6   r>   r>   r?   maybe_unpack_configs  s   
z)DynamoTritonHOPifier.maybe_unpack_configsrE   c                 C   s   |  s	| d | S )Nz`@triton.heuristics must return constant values because configs can only contain constant values.)is_python_constantr'  r  )ru   rE   r>   r>   r?   maybe_unpack_heuristic_result  s
   z2DynamoTritonHOPifier.maybe_unpack_heuristic_resultr  TritonKernelVariabler{   c                 C   s>   |j d ust|dkr| d t||j|j|d |jdS )Nr*   z7Triton kernels should be called with only a single gridr   )kernel
kernel_idxr-  r9  )r-  r   r'  r  rE  rF  r=   )ru   r  r{   r>   r>   r?   call_getitem	  s   z!DynamoTritonHOPifier.call_getitemc                    s&  ddl m  ddlm} i }t| D ]}|| }t|tr+| ||< |j	j
||< qdd | D }	ddlm}
m}  fdd| D } fd	d|	 D }| D ]}| }t|tjtjfsq| d
t| d qW|
|}||t}|jd|d|j|||| d td S )Nr*   r.   )r  c                 S   r/  r>   r0  r   r>   r>   r?   r   +  s    z1DynamoTritonHOPifier.call_HOP.<locals>.<dictcomp>r   )kernel_side_tabletriton_kernel_wrapper_mutationc                    s$   i | ]\}}t | r|| qS r>   )r8   r   r   r.   r>   r?   r   8  s    c                    s    i | ]\}}t | s||qS r>   )r8   r   r.   r>   r?   r   =  s    z.Unexpected argument type for a Triton kernel: r  r   r>   )rF  constant_args_idxr-  tma_descriptor_metadatar}   )rq  r/   dictsr  rA   rf  r8   TMADescriptorVariableto_metadatadata_ptrfrom_tensorrB   *torch._higher_order_ops.triton_kernel_wraprH  rI  r  realizer   r  r  r'  repradd_constant_argsrD   rI   r  rF  r  )ru   r  gridscombined_args_rawr6   r  rK  rF   rG   combined_argsrH  rI  r  non_constant_argsrJ  r1  r>   r.   r?   call_HOP  sT   




zDynamoTritonHOPifier.call_HOPN)r   r   r   r   r   r'  r   r_  r)  r*  rC   r   fxproxyProxyr.  r2  r7  r=  rA  rC  r   rG  r/   rY  r>   r>   r>   r?   r&    s$    	

r&  c                       s   e Zd ZU ded< ded< ee ed< ded< d fd
dZ								dddZ						d fddZde	de	fddZ
  ZS )rD  r2   r-  r3   rE  rF  r   r9  r   Nc                    s4   | dd | _t jdi | t| ||| d S )Nr9  r>   )rN   r9  r   r    dynamo_triton_hopifier_singletoninit_variable)ru   rE  rF  r-  r}   r   r>   r?   r   g  s   zTritonKernelVariable.__init__r6   r1   r{   r|   r}   r~   r-   c                 C   s   t | |||S r7   )r]  call_triton_kernelr   r>   r>   r?   r   l  s   z"TritonKernelVariable.call_functionc                    s>   |dkr
t | |S |dkrt | |||S t ||||S )N__getitem__run)r]  rG  call_runr   r  )ru   r6   rQ   r{   r}   r   r>   r?   r  v  s
   z TritonKernelVariable.call_methodr   c                 C   s4   ddl m} ddlm} t||r|| S |S )Nr*   r.   )r  )rq  r/   tensorr  r8   r;   evaluate_expr)ru   r   r/   r  r>   r>   r?   specialize_symbolic  s
   
z(TritonKernelVariable.specialize_symbolicr   r   r  )r   r   r   rZ   r   r  r   r   r  r   re  r  r>   r>   r   r?   rD  a  s.   
 

rD  c                       s>   e Zd Z								d fdd	Zd
d Zdd Z  ZS )rM  rO  variables.DataPtrVariabledimslist[ConstantVariable]
block_dimselement_sizer/   c                    s>   t |tjsJ t jdi | || _|| _|| _|| _d S r  )	r8   r   DataPtrVariabler   r   rO  rg  ri  rj  )ru   rO  rg  ri  rj  r}   r   r>   r?   r     s   
zTMADescriptorVariable.__init__c                 C   s(   dd | j D dd | jD | j fS )Nc                 S   r  r>   r  r   dimr>   r>   r?   r     r  z5TMADescriptorVariable.to_metadata.<locals>.<listcomp>c                 S   r  r>   r  rl  r>   r>   r?   r     r  )rg  ri  rj  r  rt   r>   r>   r?   rN    s   z!TMADescriptorVariable.to_metadatac                    sX      fdd j  g jjj} |  t|d d d S )Nc                      s     ddtj dS )Nz$triton.tools.experimental_descriptorcreate_d_tma_descriptor)r  r   rg  r>   r%  ru   r>   r?   r    s    z3TMADescriptorVariable.reconstruct.<locals>.<lambda>r*   F)	r  rO  r$  rg  ri  rj  r  r   r   )ru   r%  r{   r>   rp  r?   r$    s   
z!TMADescriptorVariable.reconstruct)rO  rf  rg  rh  ri  rh  rj  r/   )r   r   r   r   rN  r$  r  r>   r>   r   r?   rM    s    rM  c                       s@   e Zd Zdeddf fddZ						
			dddZ  ZS )CreateTMADescriptorVariablerankr   Nc                    s(   |dv sJ t  jdi | || _d S )N)r*   r
   r>   )r   r   rr  )ru   rr  r}   r   r>   r?   r     s   
z$CreateTMADescriptorVariable.__init__r6   r1   r{   r|   r}   r~   r-   c                 C   s.  d|v r|d n|d }t |tjstd| j d| jdkrGt|t| dks,J d|v r4|d n|d g}d|v rA|d n|d	 g}n<t|t| d
ksSJ d|v r[|d n|d d|v rf|d n|d	 g}d|v rs|d n|d d|v r~|d n|d g}d|v r|d n|d }t||||dS )Nptrr   z8Please ensure there were no graph breaks between create_z3d_tma_descriptor and the upstream .data_ptr() call.r*      rm  	block_dimr
      dim1dim0
block_dim1rJ  
block_dim0rj  r  )rO  rg  ri  rj  )r8   r   rk  r   rr  r   rM  )ru   r6   r{   r}   rs  rg  ri  rj  r>   r>   r?   r     s6   
z)CreateTMADescriptorVariable.call_functionr   )r   r   r   r  r   r   r  r>   r>   r   r?   rq    s    	rq  r7   r  )nrb   r^  r   rg   rY   rT  rW   collections.abcr   typingr   r   r   r   r   typing_extensionsr   unittest.mockr	   r   rp  r   r   r   bytecode_transformationr   r   r   r?  r   r   r   r   r   r   r   r   r   r   guardsr   r   r=   r   r   r   r    r  r!   r"   r#   r$   r%   r&   r'   r(   r)   baser+   r,   r-   rq  r/   #torch.distributed.fsdp._fully_shardr0   ModuleNotFoundErrorr  r1   rQ  r2   r3   r4   r@   rH   rD   r   rS   ra   rj   rn   ro   r   r  r  r`  ra  ri  rm  r  r  r   r   r  r  r  r  r  r  r  r  r  r  r  r$  r%  r&  r]  rD  rM  rq  r>   r>   r>   r?   <module>   s   0,
" U  
>
7Y
  "
	TO ! .$