o
    ,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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.m/Z/ d dl0m1Z1 ddl2m3Z3m4Z4 ddl5m6Z6m7Z7m8Z8m9Z9m:Z: ddl;m<Z< e=e>Z?e$e>dZ@e$e>dZAeBe ZCe DdddgZEg dZFejGdeHfddZI		dRdeBe6 deHd eeJ ddfd!d"ZKd#eBe6 dejLfd$d%ZM		 dSdeeC d&eNeJeJf d'eeJ d(eOddf
d)d*ZPd&eNeJeJf deNeJeEf fd+d,ZQd-ejj&d#eCddfd.d/ZRejSded fd0d1ZTi ZUeNeJef eVd2< dZWeeO eVd3< G d4d5 d5ZXG d6d7 d7ZYdeCddfd8d9ZZdeCddfd:d;Z[ej\G d<d= d=Z]e^ Z_d>eOd?eNeJef d@eNeJef deNeJeNeJef f fdAdBZ`dCedDeddfdEdFZadGeJdefdHdIZbddJdKedLeJf dMejcjddNeNeJef dOee- deJf
dPdQZedS )T    N)Iterator)AnyCallableIOOptionalUnion)patch)
draw_graphget_aot_graph_nameget_graph_being_compiled)fx)save_graph_repro)get_debug_dir)getArtifactLogger)GraphModule)_extract_tensor_metadataTensorMetadata)legalize_graph)FileLike)
OrderedSet)tree_map   )configir)BaseSchedulerNodeFusedSchedulerNodeNopKernelSchedulerNode
OutputNodeSchedulerNode)Vir_pre_fusionir_post_fusionBufMetanamen_origin)dotz-Gnslimit=2z-Gnslimit1=2z-Gmaxiter=5000returnc                   C   s   t dd uS )Nr%   )shutilwhich r)   r)   P/var/www/html/scripts/venv/lib/python3.10/site-packages/torch/_inductor/debug.pyhas_dot5   s   r+   Fnodesprint_graphfnamec           	   	   C   s   t  s
td dS |du rt }t| }|jD ]?}d|jvr q|jd j}t|t	r<t|d t
r8|d f}n|d }d}t|tjrH|jj}t||ddddd}||jd< q|r^t| ti |}t| |j  t||dtjjd dS )z$
    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_snodesr,   metagroup
isinstancetupleintr   ComputedBufferdatadtyper   printr   r   graphlintr	   r   tracer2   )	r,   r-   r.   r?   noder7   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*   func1n      z;create_fx_from_snodes.<locals>.get_fake_func.<locals>.func1)r   r:   __name__)r#   rJ   r)   r)   r*   get_fake_funcm   s   z,create_fx_from_snodes.<locals>.get_fake_func
FusionMeta)r7   snodetypeNexterntemplatenopcomputefusedzUnknown node type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 r[   )usersr8   rB   r   )r\   bufuserr)   r)   r*   r`      s    
)r8   r   anyrF   get_outputs)rO   r^   r)   r*   r_      s
   
z(create_fx_from_snodes.<locals>.in_outputr/   r   r   )'strr   r:   collections
namedtupletorchr   Graph	is_externis_templater8   r   r   r7   r   RuntimeError	_inductorutilsget_fused_kernel_name	get_nodeshasattrrW   call_functionr   r   boolappendget_namer#   r6   re   read_writesreadsinserting_beforeplaceholderr9   rH   outputlen)rF   rM   rN   buf_to_fx_nodenode_to_fx_noder?   
first_nodeoutputsr7   rO   	node_type
fused_name	func_name	node_funcrZ   fx_noder#   rb   depsnew_argsdepdep_noder)   r^   r*   r5   h   s   




	



r5   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   )rv   rq   r|   $update_orig_fx_node_name_to_buf_namerB   originsr#   )
r,   r   r   r   rB   buf_namechildren_nodesir_nodeorigin	node_namer)   r)   r*   r      s0   
r   c                 C   sp   i }|   D ]\}}||vrt|g||< q|| | qi }|   D ]\}}t|| }t||||< q$|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   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   Nbuf_meta)r   r   r?   r,   r#   getr6   )rD   rF   r   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 )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_autogradrL   
contextlib	ExitStackcloseenter_contextr   pathjoinr   makedirsFileHandlerr
   setLevelDEBUGsetFormatter	Formatter
addHandlerremoveHandler)compile_debugri   r3   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$d%Zd&edee d'  fd(d)Z!dS ),DebugContext._inductor_triton_kernel_to_post_grad_node_infofolder_namer&   c                 C   sV   t jjpt }tjD ]}tj|d|  d| }tj	|s(t
| |  S q
d S )Nr   .)r   rA   	debug_dirr   r   _counterr   r   r   existsr   )r   r   ndirnamer)   r)   r*   create_debug_dirE  s   

zDebugContext.create_debug_dirNc                 C   s   d | _ d | _t | _d S r[   )_prof_pathr   r   _stack)selfr)   r)   r*   __init__S  s   zDebugContext.__init__new_pathc                 C   s   | j sd S |dsJ |ddlm} z.|| d tj|r(t| t	| j | W d    W d S 1 s;w   Y  W d S  t
yT   td| j | Y d S w )Nz.debugr   )FileLockz.lockz(Failed to copy debug files from %s to %s)r   endswithfilelockr   r   r   r   r'   rmtreecopytreeOSErrorr3   r4   )r   r   r   r)   r)   r*   copyX  s   
&
zDebugContext.copywfilename
write_moderH   rZ   c                 O   s.   | j sJ ttj| j ||g|R i |S r[   r   openr   r   r   )r   r   r   rH   rZ   r)   r)   r*   fopenh  s   
$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   rH   rZ   fr)   r)   r*   fopen_contextr  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   rA   
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   r3   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_handlerrA   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   r3   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   r3   r4   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_inforH   rZ   r&   c                  _   s   d S r[   r)   rY   r)   r)   r*   ignored  rK   z)DebugContext.__getattr__.<locals>.ignored)	r   rA   r   getattrDebugFormatter	Exceptionr3   r4   r   )r   r#   r  r)   r)   r*   __getattr__  s   zDebugContext.__getattr__)r&   N)r   )"rL   
__module____qualname__	itertoolscountr   r   dictrf   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   ?  sj   
 









r   c                   @   sF  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(de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%e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__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_tensorsinductor)save_dirstable_hashzfx_graph_readable.pyprint_output)r   ri   rn   r   rA   save_real_tensors_subclasses
fake_utils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"  	debug_strgetvalue)r,   rb   rB   r)   r)   r*   r(    s
   zDebugFormatter._write_irc                 C   s   t || dd d S )Nzgraph_diagram.svg)r.   )rE   r   )r   r,   r)   r)   r*   graph_diagram  s   zDebugFormatter.graph_diagramc                 C   s,   t || t|| ddtdtjjd d S )Nzorig_fx_graph_diagram.svgFT)r.   r1   progparse_stack_tracer2   )r   r	   r   GRAPHVIZ_COMMAND_SCALABLEr   rA   r2   )r   rD   r,   r)   r)   r*   draw_orig_fx_graph  s   

z!DebugFormatter.draw_orig_fx_graphpyr   	extensionc                 C   s   t || d|  d S )Nzoutput_code.)r'   r   r   )r   r   r5  r)   r)   r*   output_code-  s   zDebugFormatter.output_code1inductor_generated_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   r3   infor#   r   r   jsondumpr   create_node_mappingr   )r   r   
debug_infor   node_mappingr)   r)   r*   1log_inductor_triton_kernel_to_post_grad_node_info0  s(   
z@DebugFormatter.log_inductor_triton_kernel_to_post_grad_node_infor#   input_nodestimingsChoiceCallerelapseprecompile_elapseprescreening_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 sew   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=   rX   rI  rH  numelr<   )rr   r#   rP   rL   get_output_specr8   r:   rJ  r  r   r?   sizevars	size_hintrX   r=   
size_hintsrH  rI  rf   	get_dtyperW   
get_strideget_size	get_numelr<   r   IRNode)rB   r   	node_inforK  rJ  static_layoutrE  build_node_infor)   r*   rY  N  s   


z>DebugFormatter.log_autotuning_results.<locals>.build_node_infoc                    s   g | ]} |qS r)   r)   )r\   rB   )rY  r)   r*   
<listcomp>      z9DebugFormatter.log_autotuning_results.<locals>.<listcomp>)op_namecuda_device_namecuda_device_countr?  autotuning_timeprecompile_timeprescreening_timezautotuning_result_json_list.txtatzutf-8)encodingbenchmark_result
)r   rE  rU  r  rf   ri   cudaget_device_namedevice_countr   r   	info_dictupdater9  r:  r"  )r   r#   r?  r@  rB  rC  rD  general_propertiesr   callertimeri  r)   rX  r*   log_autotuning_resultsC  s,   	"=	
"z%DebugFormatter.log_autotuning_results)r4  )r7  )rL   r  r  r   r   ri   r   r   r  Tensorr$  r%  SchedulerNodeListr    r!   r  rf   r(  r/  r3  r6  r9   r  r   r>  r   rU  floatr   rn  r)   r)   r)   r*   r
    sd    




r
  c                 C   .   t tjrt dt|  tj	|  d S )NzBEFORE FUSION
%s)
ir_pre_fusion_logisEnabledForr   r   r8  r
  r(  r   r   r    r,   r)   r)   r*   log_ir_pre_fusion     rv  c                 C   rr  )NzAFTER FUSION
%s)
ir_post_fusion_logrt  r   r   r8  r
  r(  r   r   r!   ru  r)   r)   r*   log_ir_post_fusion  rw  ry  c                   @   s    e Zd ZU eed< ejed< dS )TensorMetadataHoldertensor_metadatarX   N)rL   r  r  r   r  ri   rX   r)   r)   r)   r*   rz    s   
 rz  pre_grad_graph_idpost_to_pre_grad_nodes_jsontriton_kernel_to_post_grad_jsonc              
      s  i i i i d}t d t|tst d |S t|ts$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 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)r8   r  r3   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 listr  r#   c                    s   g | ]}| fqS r)   r)   r\   r   )	outer_keyr)   r*   rZ    r[  z'create_node_mapping.<locals>.<listcomp>r  c                 3   s    | ]}| fV  qd S r[   r)   r  )
parent_keyr)   r*   r`     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)r3   r8  r8   r  r  r:   rg   defaultdictr   r   r  r   rf   r   rt   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  rB   r   current_noder  er)   )r  r  r*   r;    s   













r;  rH   rZ   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_argsr]   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.
        )r8   ri   ro  rz  r   rX   r]   r)   r)   r*   handle_tensor6  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:  r3   rt  r   r   r>   )
rH   rZ   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  rbr]   r&   c                 S   s0   t | trtjj| jj| jj| jj	| j
S | S r[   )r8   rz  ri   _dynamotestingrand_stridedr{  shaperI  r=   rX   r  r)   r)   r*   r  _  s   
z9load_args_and_run_compile_fx_inner.<locals>.handle_tensorT)allow_non_fake_inputs	save_argsF)torch._inductor.compile_fxr  r   r  loadr   ri   r  FakeTensorModer   r   r   )r   r  r   rH   rZ   r  	fake_moder)   r)   r*   "load_args_and_run_compile_fx_innerY  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moduler8   ri   r   r   example_inputsrepro_levelr   deepcopyr9   exportr3   r4   r  )r  r  r  r  r  r  r   r  use_minifierrD   rH   rZ   gm_copyexample_inputs_copyconfig_copyflat_example_inputstuple_inputsflattened_epr  r  r)   r)   r*   aot_inductor_minifier_wrapperp  s   



	
r  )FNrI   )frg   r   r   dataclasses	functoolsr+  r  r9  r   r   os.pathr  r  r'   r  collections.abcr   typingr   r   r   r   r   unittest.mockr   ri   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   rF  r   r   	schedulerr   r   r   r   r   virtualizedr   r   rL   r3   rs  rx  r  rp  rh   r"   r2  cachert   r+   rf   rE   rj   r5   r  r:   r   r   r   r  r   r   r  r   r   r
  rv  ry  	dataclassrz  r  r  r;  r  r  r  ExportedProgramr  r)   r)   r)   r*   <module>   s   
 



.e

#



+   A


v.

