o
    Zh                     @   s  U 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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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Zd dlmZmZmZ d dlmZ d dl m!Z! d dl"m#Z# d d	l$m%Z% d d
l&m'Z' d dl(m)Z)m*Z* d dl+m,Z, d dl-m.Z. d dl/m0Z0 d dl1m2Z2 ddl3m4Z4m5Z5 ddl6m7Z7m8Z8m9Z9m:Z:m;Z; ddl<m=Z= e>e?Z@e%e?dZAe%e?dZBeCe ZDe EdddgZFg dZGeHddeIfddZJ		dRdeCe7 deId eeK ddfd!d"ZLd#eCe7 dejMfd$d%ZN		 dSdeeD d&eOeKeKf d'eeK d(ePddf
d)d*ZQd&eOeKeKf deOeKeFf fd+d,ZRd-ejj'd#eDddfd.d/ZSejTded fd0d1ZUi ZVeOeKef eWd2< dZXeeP eWd3< G d4d5 d5ZYG d6d7 d7ZZdeDddfd8d9Z[deDddfd:d;Z\ej]G d<d= d=Z^e_ Z`d>ePd?eOeKef d@eOeKef deOeKeOeKef f fdAdBZadCedDeddfdEdFZbdGeKdefdHdIZcddJdKedLeKf dMejdjedNeOeKef dOee. deKf
dPdQZfdS )T    N)Iterator)AnyCallableIOOptionalUnion)patch)
draw_graphget_aot_graph_nameget_graph_being_compiled)fx)save_graph_repro)get_debug_dir)getArtifactLogger)GraphModule)_extract_tensor_metadataTensorMetadata)legalize_graph)FileLike)
OrderedSet)tree_map   )configir)BaseSchedulerNodeFusedSchedulerNodeNopKernelSchedulerNode
OutputNodeSchedulerNode)Vir_pre_fusionir_post_fusionBufMetanameZn_origin)dotz-Gnslimit=2z-Gnslimit1=2z-Gmaxiter=5000returnc                   C   s2   zt jddgt jd W dS  t jy   Y dS w )Nwhichr$   )stderrTF)
subprocesscheck_outputPIPESubprocessError r,   r,   D/var/www/auris/lib/python3.10/site-packages/torch/_inductor/debug.pyhas_dot6   s   r.   Fnodesprint_graphfnamec           	   	   C   s   t  s
td dS |du rt }t| }|jD ]?}d|jvr q|jd j}t|t	r<t|d t
r8|d f}n|d }d}t|tjrH|jj}t||ddddd}||jd< q|r^t| ti |}t| |j  t||dtjjd dS )z$
    Draw a graph in fname.svg.
    z*draw_buffers() requires `graphviz` packageNfusion_metar   Ztensor_metaF)
clear_metadot_graph_shape)r.   logwarningr   create_fx_from_snodesr/   metagroup
isinstancetupleintr   ZComputedBufferdatadtyper   printr   r   graphZlintr	   r   tracer4   )	r/   r0   r1   r@   noder9   r>   metadatagmr,   r,   r-   draw_buffers?   s6   






rE   snodesc              
      sf  dt dtdtf fdd}tdg d}i }i }tj }d}g }d}| D ]}	|	 r1d	}
|
}n-|		 r:d
}
|
}n$t
|	trDd}
|
}nt
|	trOd}
|	j}nt
|	trZd}
|	j}ntdtjj|	 d}|
 d| }||}i }t|	drd|	 i}|j|d|d}dtttf dtf fdd  |	r|| |	 }||_|||	|
|jd< |||< |	 D ]}||| < q|du r|}q&| D ]Q}	|	 }|	jj }|| }g }|D ]9}|j|v r||j }n!|!| |"|j}|||j< W d   n	1 sw   Y  ||krq|| qt#||_$q|%t&|dkr,|d  |S t#| |S )B
    Creates a FX Graph from a list of SchedulerNode objects.
    r#   r%   .c                 S   s   dt dtfdd}| |_|S )Nargsr%   c                  W   s   dS Nr   r,   )rH   r,   r,   r-   func1s      z;create_fx_from_snodes.<locals>.get_fake_func.<locals>.func1)r   r<   __name__)r#   rJ   r,   r,   r-   get_fake_funcr   s   z,create_fx_from_snodes.<locals>.get_fake_func
FusionMeta)r9   snodetypeNZexterntemplateZnopZcomputeZfusedzUnknown node typeZoriginal_atenz: 
get_devicedevicer,   rH   kwargsrO   c                    s8   t | trt fdd| jD S tdd |  D S )Nc                 3   s    | ]} |V  qd S Nr,   ).0x	in_outputr,   r-   	<genexpr>   s    z;create_fx_from_snodes.<locals>.in_output.<locals>.<genexpr>c                 s   s(    | ]}|j D ]	}t|jtV  qqd S rV   )Zusersr:   rB   r   )rW   bufuserr,   r,   r-   r[      s    
)r:   r   anyrF   get_outputs)rO   rY   r,   r-   rZ      s
   
z(create_fx_from_snodes.<locals>.in_outputr2   r   r   )'strr   r<   collections
namedtupletorchr   GraphZ	is_externZis_templater:   r   r   r9   r   RuntimeError	_inductorutilsZget_fused_kernel_name	get_nodeshasattrrR   Zcall_functionr   r   boolappendget_namer#   r8   r_   Zread_writesZreadsZinserting_beforeplaceholderr;   rH   outputlen)rF   rM   rN   Zbuf_to_fx_nodeZnode_to_fx_noder@   Z
first_nodeZoutputsr9   rO   Z	node_typeZ
fused_name	func_nameZ	node_funcrU   Zfx_noder#   r\   depsnew_argsdepZdep_noder,   rY   r-   r7   m   s   




	



r7   node_name_to_buf_nameparent_buf_name	n_originsc           
      C   s   | d u rd S | D ]S}|  }| }|d ur)t|dkr)t|||d u r%|n| qt|dkr5|d |ks7J |j}|d u sC|jd u rDq|jD ]}|j}	|	|vrZ|d u rV|n|||	< qGqd S )Nr   r   )rl   rh   ro   $update_orig_fx_node_name_to_buf_namerB   Zoriginsr#   )
r/   rt   ru   rv   rB   buf_nameZchildren_nodesZir_nodeorigin	node_namer,   r,   r-   rw      s0   
rw   c                 C   sp   i }|   D ]\}}||vrt|g||< q|| | qi }|   D ]\}}t|| }t||||< q$|S rV   )itemsr   addro   r"   )rt   Zbuf_name_to_n_noderz   rx   node_name_to_buf_metaZn_noder,   r,   r-   get_node_name_to_buf_meta   s   r~   rD   c                 C   sP   i }t || |du rdS t|}| jjD ]}|j|v r%||j|jd< qdS )rG   NZbuf_meta)rw   r~   r@   r/   r#   getr8   )rD   rF   rt   r}   rB   r,   r,   r-   annotate_orig_fx_with_snodes  s   

r   c               	   c   s    t jdddk} dd l}t|jjj}t	
 }| s,z
d V  W |  d S |  w |tdd t jt d}t j|dd tt j|d	t  d
}|tj |td || zd V  W || |  d S || |  w )NZTORCH_COMPILE_DEBUG01r   z*functorch.compile.config.debug_partitionerTtorchinductor)exist_okZaot_z
_debug.log3[%(filename)s:%(lineno)d %(levelname)s] %(message)s)osenvironr   Ztorch._functorch.aot_autogradlogging	getLoggerZ
_functorchZaot_autogradrL   
contextlib	ExitStackcloseenter_contextr   pathjoinr   makedirsFileHandlerr
   setLevelDEBUGsetFormatter	Formatter
addHandlerremoveHandler)Zcompile_debugrc   r5   stackr   fhr,   r,   r-   enable_aot_logging  s>   




r    _inductor_post_to_pre_grad_nodes_pre_grad_graph_idc                   @   sD  e Zd ZU e Zi Zeee	e f e
d< ededee fddZd*ddZd	eddfd
dZ	d+dededededee f
ddZej	d+dededededeee  f
ddZdedefddZd*ddZd*ddZdededdfddZdeee  d ee d!ee ddfd"d#Zd*d$d%Zd&edee d'  fd(d)Z!dS ),DebugContext._inductor_triton_kernel_to_post_grad_node_infofolder_namer%   c                 C   sV   t jjpt }tjD ]}tj|d|  d| }tj	|s(t
| |  S q
d S )Nr   .)r   rA   	debug_dirr   r   _counterr   r   r   existsr   )r   r   ndirnamer,   r,   r-   create_debug_dirJ  s   

zDebugContext.create_debug_dirNc                 C   s   d | _ d | _t | _d S rV   )_prof_pathr   r   _stack)selfr,   r,   r-   __init__X  s   zDebugContext.__init__new_pathc                 C   s   | j sd S |dsJ |ddlm} z.|| d tj|r(t| t	| j | W d    W d S 1 s;w   Y  W d S  t
yT   td| j | Y d S w )Nz.debugr   )FileLockz.lockz(Failed to copy debug files from %s to %s)r   endswithZfilelockr   r   r   r   shutilrmtreecopytreeOSErrorr5   r6   )r   r   r   r,   r,   r-   copy]  s   
&
zDebugContext.copywfilename
write_moderH   rU   c                 O   s.   | j sJ ttj| j ||g|R i |S rV   r   openr   r   r   )r   r   r   rH   rU   r,   r,   r-   fopenm  s   
$zDebugContext.fopenc                 o   s\    | j sJ ttj| j ||g|R i |}|V  W d    d S 1 s'w   Y  d S rV   r   )r   r   r   rH   rU   fr,   r,   r-   fopen_contextw  s
   
&"zDebugContext.fopen_contextsuffixc                 C   s   | j sJ tj| j |S rV   )r   r   r   r   )r   r   r,   r,   r-   r     s   
zDebugContext.filenamec                 C   s   t jjd urJdd l}| jsJ tj| jtj| j d}|	|d}|j
| jtj| jd W d    n1 s=w   Y  t j| d S d S )Nr   z.tar.gzzw:gz)arcname)r   rA   
upload_tartarfiler   r   r   r   basenamer   r|   )r   r   Ztar_filetarr,   r,   r-   r     s   
zDebugContext.upload_tarc                    s   t jr#td  j} tj dtdd f fdd}| j	|| | j
t|  t jjs2d S | t | _t jjrD| dtj t jjrQ| dtj d S d S )Nztorch._dynamolevelr%   c                    s     |  d S rV   )r   )r   r5   r,   r-   reset_log_level  s   z/DebugContext.__enter__.<locals>.reset_log_levelz	debug.logzinfo.log)r   debugr   r   r   r   r   r   r   callbackr   r   Zset_debug_handlerrA   enabledr   r
   r   	debug_log_setup_log_captureZinfo_logINFO)r   Z
prev_levelr   r,   r   r-   	__enter__  s   
zDebugContext.__enter__r   c                 C   sp   t d}| j| |}t |}|| |t d |	| |t
|j| | j|j| d S )Nztorch._inductorr   )r   r   r   r   r   StreamHandlerr   r   r   r   minr   r   r   )r   r   r   r5   fdchr,   r,   r-   r     s   



zDebugContext._setup_log_captureexc_typeexc_valexc_tbc                 C   sF   | j r| j   |   | jr|   tdt | j | j	  d S )Nz%s debug trace: %s)
r   disable_save_profile_datar   r   r5   r6   r   r   r   )r   r   r   r   r,   r,   r-   __exit__  s   
zDebugContext.__exit__c                 C   s   | j sJ | j | d | d)}tj| j |d}|  |d |d |d |d W d    d S 1 s?w   Y  d S )Nzcompile.profzcompile.stats)streamZcumtimed   Ztottime)	r   Z
dump_statsr   r   pstatsZStatsZ
strip_dirsZ
sort_statsZprint_stats)r   r   statsr,   r,   r-   r     s   



"zDebugContext._save_profile_datar#   ).Nc                 C   sb   t jjr$tt j|r$ztt| |W S  ty#   tjddd Y d S w dtdtdd fdd}|S )	Nz Ignoring exception in debug codeT)exc_inforH   rU   r%   c                  _   s   d S rV   r,   rT   r,   r,   r-   ignored  rK   z)DebugContext.__getattr__.<locals>.ignored)	r   rA   r   getattrDebugFormatter	Exceptionr5   r6   r   )r   r#   r   r,   r,   r-   __getattr__  s   zDebugContext.__getattr__)r%   N)r   )"rL   
__module____qualname__	itertoolscountr   r   dictr`   list__annotations__staticmethodr   r   r   r   r   r   r   r   contextmanagerr   r   r   r   r   r<   r   rP   BaseExceptionr   r   r   r   r,   r,   r,   r-   r   D  sj   
 









r   c                   @   s8  e Zd ZdeddfddZdejjdeej	 ddfdd	Z
dejjdeej	 ddfd
dZdeddfddZdeddfddZededefddZdeddfddZdejjdeddfddZdeddfddZ	d%dedeeeee f eeef f fddZdedeej ded ef d!ed"eddfd#d$ZdS )&r   handlerr%   Nc                 C   s"   |j | _ |j| _|j| _|| _d S rV   )r   r   r   r   )r   r   r,   r,   r-   r     s   
zDebugFormatter.__init__rD   inputsc              
   C   s   |  dH}d }tjjjjrtjj|}t	j
|j}tjjjj}tjjddd t|||d||d W d    n1 sAw   Y  W d    n1 sPw   Y  |  d}||jdd W d    d S 1 sow   Y  d S )Nzfx_graph_runnable.pyF)ztrace.enabledztrace.save_real_tensorsZinductor)save_dirstable_hashzfx_graph_readable.pyZprint_output)r   rc   rf   r   rA   Zsave_real_tensors_subclassesZ
fake_utilsZtry_convert_fake_to_realr   r   r   r#   r   r   writeprint_readable)r   rD   r   r   r   r   r,   r,   r-   fx_graph  s.   "zDebugFormatter.fx_graphc                 C   sB   |  d}||jdd W d    d S 1 sw   Y  d S )Nzfx_graph_transformed.pyFr   )r   r   r   )r   rD   r   r   r,   r,   r-   fx_graph_transformed  s   "z#DebugFormatter.fx_graph_transformedr/   c                 C   @   |  d}|| | W d    d S 1 sw   Y  d S )Nzir_pre_fusion.txtr   r   	_write_irr   r/   r   r,   r,   r-   r         "zDebugFormatter.ir_pre_fusionc                 C   r   )Nzir_post_fusion.txtr   r   r,   r,   r-   r!     r   zDebugFormatter.ir_post_fusionc                 C   s2   t  }| D ]}||  |d q| S )Nz


)ioStringIOr   Z	debug_strgetvalue)r/   r\   rB   r,   r,   r-   r     s
   zDebugFormatter._write_irc                 C   s   t || dd d S )Nzgraph_diagram.svg)r1   )rE   r   )r   r/   r,   r,   r-   graph_diagram      zDebugFormatter.graph_diagramc                 C   s,   t || t|| ddtdtjjd d S )Nzorig_fx_graph_diagram.svgFT)r1   r3   progZparse_stack_tracer4   )r   r	   r   GRAPHVIZ_COMMAND_SCALABLEr   rA   r4   )r   rD   r/   r,   r,   r-   draw_orig_fx_graph#  s   

z!DebugFormatter.draw_orig_fx_graphr   c                 C   s   t || d d S )Nzoutput_code.py)r   r   r   )r   r   r,   r,   r-   output_code2  r   zDebugFormatter.output_code.inductor_triton_kernel_to_post_grad_nodes.jsonc                 C   s   i }|  |d}td|j tj}t|| W d    n1 s#w   Y  i }trQ|  dd}t	tt
|}t|| W d    ||fS 1 sLw   Y  ||fS )Nr   z/Writing provenance tracing debugging info to %sz/inductor_provenance_tracking_node_mappings.json)r   r5   infor#   r   r   jsondumpr   create_node_mappingr   )r   r   Z
debug_infor   Znode_mappingr,   r,   r-   1log_inductor_triton_kernel_to_post_grad_node_info5  s(   
z@DebugFormatter.log_inductor_triton_kernel_to_post_grad_node_infor#   input_nodestimingsZChoiceCallerelapseprecompile_elapsec                    s   ddl m  dt jdtttf f fdd|tj tj fdd|D ||d	}| j	d
ddd,}|
 D ]\}}	t| }
|
| |	|
d< t|
| |d q:W d    d S 1 sdw   Y  d S )Nr   )FixedLayoutrB   r%   c                    s  t | dr	| j}nd}|t| jd}z\|  }t| rhd}zt|j}W n tyE   zt	j
jj|jdd}W n	 tyB   Y nw Y nw  |j|jg t	j
j|jg t	j
j|j|d}t||d< nt||d< W n	 tyx   Y nw z
t|  |d< W n	 ty   Y nw z
t|  |d	< W n	 ty   Y nw ztt	j
j|  |d
< W n	 ty   Y nw ztt	j
j|  |d< W n	 ty   Y nw ztt	j
j|  |d< W n	 ty   Y nw t | drt| jtjr| j|d< |S )Nr#    )r#   rP   r   )fallback)r>   sizestrideoffsetlayoutr>   rS   r  r  Znumelr=   )ri   r#   rP   rL   Zget_output_specr:   r<   r  r   r   r@   ZsizevarsZ	size_hintrS   r>   Z
size_hintsr  r  r`   Z	get_dtyperR   Z
get_strideget_sizeZ	get_numelr=   r   IRNode)rB   rz   Z	node_infor  r  Zstatic_layoutr  build_node_infor,   r-   r  R  s   


z>DebugFormatter.log_autotuning_results.<locals>.build_node_infoc                    s   g | ]} |qS r,   r,   )rW   rB   )r  r,   r-   
<listcomp>      z9DebugFormatter.log_autotuning_results.<locals>.<listcomp>)Zop_nameZcuda_device_nameZcuda_device_countr  Zautotuning_timeZprecompile_timezautotuning_result_json_list.txtatzutf-8)encodingZbenchmark_result
)r   r  r  r   r`   rc   cudaZget_device_nameZdevice_countr   r{   	info_dictupdater  r  r   )r   r#   r  r	  r
  r  Zgeneral_propertiesr   Zcallertimer  r,   r  r-   log_autotuning_resultsH  s*   "=
"z%DebugFormatter.log_autotuning_results)r  )rL   r   r   r   r   rc   r   r   r   Tensorr   r   SchedulerNodeListr    r!   r   r`   r   r   r   r  r;   r   r   r  r   r  floatr   r,   r,   r,   r-   r     s`    




r   c                 C   .   t tjrt dt|  tj	|  d S )NzBEFORE FUSION
%s)
ir_pre_fusion_logisEnabledForr   r   r  r   r   r   r   r    r/   r,   r,   r-   log_ir_pre_fusion     r(  c                 C   r$  )NzAFTER FUSION
%s)
ir_post_fusion_logr&  r   r   r  r   r   r   r   r!   r'  r,   r,   r-   log_ir_post_fusion  r)  r+  c                   @   s    e Zd ZU eed< ejed< dS )TensorMetadataHoldertensor_metadatarS   N)rL   r   r   r   r   rc   rS   r,   r,   r,   r-   r,    s   
 r,  pre_grad_graph_idpost_to_pre_grad_nodes_jsontriton_kernel_to_post_grad_jsonc              
      s  i i i i d}t d t|tst d |S t|ts$t d |S t| ts0t d |S tt}tt}tt}z|	 D ]\ }t|t
sWt d |  W S |D ]	}||   qYqDdtttf dtfd	d
}	|	 D ]\ }t|t
st d |  W S |D ]q}
|	|
s|    W S |
d| kr||
d    |  |
d   fdd|
dg D }|r| \}|	|s|    W S |d| kr||d   | |d  |fdd|dg D  |sqqudtttf ddfdd}|| || || ||||dW S  tyQ } z't d| t d| t d| t d|  t t  |W  Y d}~S d}~ww )zCreate bidirectional mappings between:

    - pre_grad graph nodes and post_grad graph code nodes, and vice versa
    - triton kernel name and post_grad graph code nodes, and vice versa
    )Z	preToPostZ	postToPreZcppCodeToPostZpostToCppCodez.Creating node mappings for provenance trackingzCProvenance tacking error: post_to_pre_grad_nodes_json is not a dictzGProvenance tacking error: triton_kernel_to_post_grad_json is not a dictz9Provenance tacking error: pre_grad_graph_id is not an intzMProvenance tacking error: triton_kernel_to_post_grad_json value is not a listrB   r%   c                 S   sB   t | tstd dS d| vsd| vsd| vrtd dS dS )NzVProvenance tacking error: node provenance in post_to_pre_grad_nodes_json is not a dictFgraph_idr#   	from_nodezYProvenance tacking error: node provenance in post_to_pre_grad_nodes_json has wrong formatT)r:   r   r5   error)rB   r,   r,   r-   check_format  s   
z)create_node_mapping.<locals>.check_formatzIProvenance tacking error: post_to_pre_grad_nodes_json value is not a listr1  r#   c                    s   g | ]}| fqS r,   r,   rW   r   )	outer_keyr,   r-   r    r  z'create_node_mapping.<locals>.<listcomp>r2  c                 3   s    | ]}| fV  qd S rV   r,   r5  )
parent_keyr,   r-   r[     s    
z&create_node_mapping.<locals>.<genexpr>dNc                 S   s&   | D ]
}t | | | |< qt| } d S rV   )r   r   )r8  keyr,   r,   r-   convert_sets_to_lists  s   z2create_node_mapping.<locals>.convert_sets_to_listsz+Unexpected error in create_node_mapping: %sz post_to_pre_grad_nodes_json:  %sz$triton_kernel_to_post_grad_json:  %szpre_grad_graph_id:  %s)r5   r  r:   r   r3  r<   ra   defaultdictr   r{   r   r|   r`   r   rj   r   popextendr   	traceback
format_exc)r.  r/  r0  Zempty_returnZpre_to_postZpost_to_preZpost_to_cpp_codeZ
node_arrayZ	curr_noder4  rB   r   Zcurrent_noder:  er,   )r6  r7  r-   r    s   













r  rH   rU   c            
      O   s   d}t j|st | dtdtfdd}t|| |f\}}d}| d| dtt d	}t|d
}t	
||f| W d   n1 sFw   Y  ttjr`d| d|d}	t|	 dS dS )z
    This function is used to save arguments for a compile_fx_inner function call
    to the file system.  Later on one can replay the compile_fx_inner call
    with the saved arguments using load_args_and_run_compile_fx_inner.
    z/tmp/inductor_saved_argsrX   r%   c                 S   s    t | tjrtt| | jS | S )z
        Pickle FakeTensor will result in error:
        AttributeError: Can't pickle local object 'WeakValueDictionary.__init__.<locals>.remove'

        Convert all Tensor to metadata. This may also makes pickle faster.
        )r:   rc   r!  r,  r   rS   rX   r,   r,   r-   handle_tensor9  s   z5save_args_for_compile_fx_inner.<locals>.handle_tensorcompile_fx_inner/_z.pklwbNz3
Arguments for a compile_fx_inner call is saved to z. To replay the call,
run the following:

from torch._inductor.debug import load_args_and_run_compile_fx_inner
load_args_and_run_compile_fx_inner(z
)
        )r   r   r   mkdirr   r   nextsave_args_cntr   pickler  r5   r&  r   r   r?   )
rH   rU   folderrB  Zargs_to_saveZkwargs_to_savefn_namer   r   messager,   r,   r-   save_args_for_compile_fx_inner.  s$   
rN  r   c              	   C   s   ddl m} t| d}t|\}}W d    n1 sw   Y  dtdtfdd}tjjdd	}|6 t	
d
d t|||f\}}||i |W  d    W  d    S 1 s]w   Y  W d    d S 1 smw   Y  d S )Nr   )rC  rbrX   r%   c                 S   s0   t | trtjj| jj| jj| jj	| j
S | S rV   )r:   r,  rc   Z_dynamotestingZrand_stridedr-  shaper  r>   rS   rA  r,   r,   r-   rB  b  s   
z9load_args_and_run_compile_fx_inner.<locals>.handle_tensorT)Zallow_non_fake_inputsZ	save_argsF)torch._inductor.compile_fxrC  r   rJ  loadr   rc   r   ZFakeTensorModer   r   r   )r   rC  r   rH   rU   rB  Z	fake_moder,   r,   r-   "load_args_and_run_compile_fx_inner\  s   RrT  )package_pathfunc.exported_programinductor_configsrU  c             
   C   s  ddl m} ddlm} ddlm} ddlm} |jj	}|
 }	t|	tjjs)J |j\}
}zY|r>|jjdkr>||d|d |r}|jjd	kr}t|	}t|j}t|}|||d |d
 |d\}}t|}tjj||dd}| |
 |||ddd | |	|
||||dW S  |y } z||dd|d td |d }~w ty } z|rd}|jjd
krd}||d||d |d }~ww )Nr   )AccuracyError)dump_to_minify)r   )_aoti_flatten_inputs   aot_inductor)options   r   F)strictTZaccuracy)rX  rU  load_and_runZcheck_accuracy)rX  rU  ra  Zaot_inductor_accuracyZminify)commandr^  zAccuracy failedrun)Ztorch._dynamo.debug_utilsrY  Ztorch._dynamo.repro.aotirZ  Ztorch._inductorr   rR  r[  r]  Zdump_aoti_minifiermoduler:   rc   r   r   Zexample_inputsZrepro_levelr   deepcopyr;   exportr5   r6   r   )rV  rW  rX  rU  rY  rZ  r   r[  Zuse_minifierrD   rH   rU   Zgm_copyZexample_inputs_copyconfig_copyZflat_example_inputsZtuple_inputsZflattened_epr@  rb  r,   r,   r-   aot_inductor_minifier_wrappers  s   



	
rh  )FNrI   )gra   r   r   dataclasses	functoolsr   r   r  r   r   Zos.pathrJ  r   r   r(   r>  collections.abcr   typingr   r   r   r   r   Zunittest.mockr   rc   Zfunctorch.compiler	   r
   r   r   Ztorch._dynamo.repro.after_aotr   Ztorch._dynamo.utilsr   Ztorch._loggingr   Ztorch.fx.graph_moduler   Ztorch.fx.passes.shape_propr   r   Ztorch.fx.passes.tools_commonr   Ztorch.typesr   Ztorch.utils._ordered_setr   Ztorch.utils._pytreer   r  r   r   Z	schedulerr   r   r   r   r   Zvirtualizedr   r   rL   r5   r%  r*  r   r"  rb   r"   r   	lru_cacherj   r.   r`   rE   rd   r7   r   r<   rw   r~   r   r   r   r   r   r   r   r   r(  r+  	dataclassr,  r   rI  r  rN  rT  rf  ZExportedProgramrh  r,   r,   r,   r-   <module>   s   
 




.e

#



+   ?


v.

