o
    Ih                     @   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name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-   I/var/www/vscode/kcb/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   tensor_metaF)
clear_metadot_graph_shape)r/   logwarningr   create_fx_from_snodesr0   metagroup
isinstancetupleintr   ComputedBufferdatadtyper   printr   r   graphlintr	   r   tracer6   )	r0   r1   r2   rC   noder;   rA   metadatagmr-   r-   r.   draw_buffers?   s6   






rI   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-   )rL   r-   r-   r.   func1s      z;create_fx_from_snodes.<locals>.get_fake_func.<locals>.func1)r   r>   __name__)r#   rN   r-   r-   r.   get_fake_funcr   s   z,create_fx_from_snodes.<locals>.get_fake_func
FusionMeta)r;   snodetypeNexterntemplatenopcomputefusedzUnknown node typeoriginal_atenz: 
get_devicedevicer-   rL   kwargsrS   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 r_   )usersr<   rF   r   )r`   bufuserr-   r-   r.   rd      s    
)r<   r   anyrJ   get_outputs)rS   rb   r-   r.   rc      s
   
z(create_fx_from_snodes.<locals>.in_outputr3   r   r   )'strr   r>   collections
namedtupletorchr   Graph	is_externis_templater<   r   r   r;   r   RuntimeError	_inductorutilsget_fused_kernel_name	get_nodeshasattrr[   call_functionr   r   boolappendget_namer#   r:   ri   read_writesreadsinserting_beforeplaceholderr=   rL   outputlen)rJ   rQ   rR   buf_to_fx_nodenode_to_fx_noderC   
first_nodeoutputsr;   rS   	node_type
fused_name	func_name	node_funcr^   fx_noder#   rf   depsnew_argsdepdep_noder-   rb   r.   r9   m   s   




	



r9   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   )rz   ru   r   $update_orig_fx_node_name_to_buf_namerF   originsr#   )
r0   r   r   r   rF   buf_namechildren_nodesir_nodeorigin	node_namer-   r-   r.   r      s0   
r   c                 C   sp   i }|   D ]\}}||vrt|g||< q|| | qi }|   D ]\}}t|| }t||||< q$|S r_   )itemsr   addr   r"   )r   buf_name_to_n_noder   r   node_name_to_buf_metan_noder-   r-   r.   get_node_name_to_buf_meta   s   r   rH   c                 C   sP   i }t || |du rdS t|}| jjD ]}|j|v r%||j|jd< qdS )rK   Nbuf_meta)r   r   rC   r0   r#   getr:   )rH   rJ   r   r   rF   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 )NTORCH_COMPILE_DEBUG01r   z*functorch.compile.config.debug_partitionerTtorchinductor)exist_okaot_z
_debug.log3[%(filename)s:%(lineno)d %(levelname)s] %(message)s)osenvironr   torch._functorch.aot_autogradlogging	getLogger
_functorchaot_autogradrP   
contextlib	ExitStackcloseenter_contextr   pathjoinr   makedirsFileHandlerr
   setLevelDEBUGsetFormatter	Formatter
addHandlerremoveHandler)compile_debugrm   r7   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$d%Zd&edee d'  fd(d)Z!dS ),DebugContext._inductor_triton_kernel_to_post_grad_node_infofolder_namer&   c                 C   sV   t jjpt }tjD ]}tj|d|  d| }tj	|s(t
| |  S q
d S )Nr   .)r   rE   	debug_dirr   r   _counterr   r   r   existsr   )r   r   ndirnamer-   r-   r.   create_debug_dirJ  s   

zDebugContext.create_debug_dirNc                 C   s   d | _ d | _t | _d S r_   )_prof_pathr   r   _stack)selfr-   r-   r.   __init__X  s   zDebugContext.__init__new_pathc                 C   s   | j sd S |dsJ |ddlm} z.|| d tj|r(t| t	| j | W d    W d S 1 s;w   Y  W d S  t
yT   td| j | Y d S w )Nz.debugr   )FileLockz.lockz(Failed to copy debug files from %s to %s)r   endswithfilelockr   r   r   r   shutilrmtreecopytreeOSErrorr7   r8   )r   r   r   r-   r-   r.   copy]  s   
&
zDebugContext.copywfilename
write_moderL   r^   c                 O   s.   | j sJ ttj| j ||g|R i |S r_   r   openr   r   r   )r   r   r   rL   r^   r-   r-   r.   fopenm  s   
$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 r_   r   )r   r   r   rL   r^   fr-   r-   r.   fopen_contextw  s
   
&"zDebugContext.fopen_contextsuffixc                 C   s   | j sJ tj| j |S r_   )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   rE   
upload_tartarfiler   r   r   r   basenamer   r   )r   r   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 r_   )r   )r   r7   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   set_debug_handlerrE   enabledr   r
   r   	debug_log_setup_log_captureinfo_logINFO)r   
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   r7   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   r7   r8   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)streamcumtimed   tottime)	r   
dump_statsr   r   pstatsStats
strip_dirs
sort_stats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_inforL   r^   r&   c                  _   s   d S r_   r-   r]   r-   r-   r.   ignored  rO   z)DebugContext.__getattr__.<locals>.ignored)	r   rE   r   getattrDebugFormatter	Exceptionr7   r8   r   )r   r#   r  r-   r-   r.   __getattr__  s   zDebugContext.__getattr__)r&   N)r   )"rP   
__module____qualname__	itertoolscountr   r   dictrj   list__annotations__staticmethodr   r   r   r   r   r   r   r   contextmanagerr   r   r   r   r   r>   r   rT   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 r_   )r   r   r   r  )r   r  r-   r-   r.   r     s   
zDebugFormatter.__init__rH   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_tensorsinductor)save_dirstable_hashzfx_graph_readable.pyprint_output)r   rm   rr   r   rE   save_real_tensors_subclasses
fake_utilstry_convert_fake_to_realr   r   r   r#   r   r   writeprint_readable)r   rH   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   rH   r  r   r-   r-   r.   fx_graph_transformed  s   "z#DebugFormatter.fx_graph_transformedr0   c                 C   @   |  d}|| | W d    d S 1 sw   Y  d S )Nzir_pre_fusion.txtr   r'  	_write_irr   r0   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'  	debug_strgetvalue)r0   rf   rF   r-   r-   r.   r-    s
   zDebugFormatter._write_irc                 C   s   t || dd d S )Nzgraph_diagram.svg)r2   )rI   r   )r   r0   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)r2   r5   progparse_stack_tracer6   )r   r	   r   GRAPHVIZ_COMMAND_SCALABLEr   rE   r6   )r   rH   r0   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  r5  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   r7   infor#   r   r   jsondumpr   create_node_mappingr   )r   r   
debug_infor   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timings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   )FixedLayoutrF   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#   rT   r   )fallback)rA   sizestrideoffsetlayoutrA   r\   rL  rK  numelr@   )rv   r#   rT   rP   get_output_specr<   r>   rM  r  r   rC   sizevars	size_hintr\   rA   
size_hintsrK  rL  rj   	get_dtyper[   
get_strideget_size	get_numelr@   r   IRNode)rF   r   	node_inforN  rM  static_layoutrH  build_node_infor-   r.   r\  R  s   


z>DebugFormatter.log_autotuning_results.<locals>.build_node_infoc                    s   g | ]} |qS r-   r-   )r`   rF   )r\  r-   r.   
<listcomp>      z9DebugFormatter.log_autotuning_results.<locals>.<listcomp>)op_namecuda_device_namecuda_device_countrC  autotuning_timeprecompile_timezautotuning_result_json_list.txtatzutf-8)encodingbenchmark_result
)r   rH  rX  r  rj   rm   cudaget_device_namedevice_countr   r   	info_dictupdater=  r>  r'  )r   r#   rC  rD  rF  rG  general_propertiesr   callertimerk  r-   r[  r.   log_autotuning_resultsH  s*   "=
"z%DebugFormatter.log_autotuning_results)r;  )rP   r  r  r   r   rm   r   r   r  Tensorr)  r*  SchedulerNodeListr    r!   r  rj   r-  r4  r9  r:  r=   r  r   rB  r   rX  floatrp  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    r0   r-   r-   r.   log_ir_pre_fusion     rx  c                 C   rt  )NzAFTER FUSION
%s)
ir_post_fusion_logrv  r   r   r<  r  r-  r   r   r!   rw  r-   r-   r.   log_ir_post_fusion  ry  r{  c                   @   s    e Zd ZU eed< ejed< dS )TensorMetadataHoldertensor_metadatar\   N)rP   r  r  r   r  rm   r\   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
    )	preToPost	postToPrecppCodeToPost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 listrF   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  r7   error)rF   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 listr  r#   c                    s   g | ]}| fqS r-   r-   r`   r   )	outer_keyr-   r.   r]    r^  z'create_node_mapping.<locals>.<listcomp>r  c                 3   s    | ]}| fV  qd S r_   r-   r  )
parent_keyr-   r.   rd     s    
z&create_node_mapping.<locals>.<genexpr>dNc                 S   s&   | D ]
}t | | | |< qt| } d S r_   )r  r  )r  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)r7   r<  r<   r  r  r>   rk   defaultdictr   r   r  r   rj   r   rx   r   popextendr  	traceback
format_exc)r~  r  r  empty_returnpre_to_postpost_to_prepost_to_cpp_code
node_array	curr_noder  rF   r   current_noder  er-   )r  r  r.   r?    s   













r?  rL   r^   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_argsra   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<   rm   rq  r|  r   r\   ra   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>  r7   rv  r   r   rB   )
rL   r^   folderr  args_to_savekwargs_to_savefn_namer   r   messager-   r-   r.   save_args_for_compile_fx_inner.  s$   
r  r   c              	   C   s   ddl m} t| d}t|\}}W d    n1 sw   Y  dtdtfdd}tjjdd	}|6 t	
d
d t|||f\}}||i |W  d    W  d    S 1 s]w   Y  W d    d S 1 smw   Y  d S )Nr   )r  rbra   r&   c                 S   s0   t | trtjj| jj| jj| jj	| j
S | S r_   )r<   r|  rm   _dynamotestingrand_stridedr}  shaperL  rA   r\   r  r-   r-   r.   r  b  s   
z9load_args_and_run_compile_fx_inner.<locals>.handle_tensorT)allow_non_fake_inputs	save_argsF)torch._inductor.compile_fxr  r   r  loadr   rm   r$  FakeTensorModer   r   r   )r   r  r   rL   r^   r  	fake_moder-   r-   r.   "load_args_and_run_compile_fx_inner\  s   Rr  )package_pathfunc.exported_programinductor_configsr  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)strictTaccuracy)r  r  load_and_runcheck_accuracy)r  r  r  aot_inductor_accuracyminify)commandr  zAccuracy failedrun)torch._dynamo.debug_utilsr  torch._dynamo.repro.aotir  torch._inductorr   r  r  r  dump_aoti_minifiermoduler<   rm   r   r   example_inputsrepro_levelr   deepcopyr=   exportr7   r8   r  )r  r  r  r  r  r  r   r  use_minifierrH   rL   r^   gm_copyexample_inputs_copyconfig_copyflat_example_inputstuple_inputsflattened_epr  r  r-   r-   r.   aot_inductor_minifier_wrappers  s   



	
r  )FNrM   )grk   r   r   dataclasses	functoolsr0  r  r=  r   r   os.pathr  r  r   r)   r  collections.abcr   typingr   r   r   r   r   unittest.mockr   rm   functorch.compiler	   r
   r   r   torch._dynamo.repro.after_aotr   torch._dynamo.utilsr   torch._loggingr   torch.fx.graph_moduler   torch.fx.passes.shape_propr   r   torch.fx.passes.tools_commonr   torch.typesr   torch.utils._ordered_setr   torch.utils._pytreer   rI  r   r   	schedulerr   r   r   r   r   virtualizedr   r   rP   r7   ru  rz  r  rr  rl   r"   r8  	lru_cacherx   r/   rj   rI   rn   r9   r  r>   r   r   r   r  r   r   r  r   r   r  rx  r{  	dataclassr|  r  r  r?  r  r  r  ExportedProgramr  r-   r-   r-   r.   <module>   s   
 




.e

#



+   ?


v.

