
    '}h                         d dl Z d dlZd dlmZmZ d dlZddlmZ e j                   G d d             Z	 G d d      Z
d	 Zd
 Z G d d      Zdej                  j                  dee   fdZy)    N)AnyList   )
print_oncec                   h    e Zd ZU dZeed<   dZeed<   dZeed<   dZ	eed<   ddZ
ddZd	 Zd
 Zd Zy)ProfileMetricsg        microsecondsr   	operatorsfusionsgraphsc                     | xj                   |j                   z  c_         | xj                  |j                  z  c_        | xj                  |j                  z  c_        | S Nr	   r
   r   selfothers     U/var/www/html/test/engine/venv/lib/python3.12/site-packages/torch/_dynamo/profiler.py__iadd__zProfileMetrics.__iadd__   sB    U///%//)%    c                     t        |t              sJ t        | j                  |j                  z   | j                  |j                  z   | j                  |j                  z         S r   )
isinstancer   r	   r
   r   r   s     r   __add__zProfileMetrics.__add__   sS    %000 2 22NNU__,LL5==(
 	
r   c           	         t        |t              rt        |||      }t        | j                  t	        d|j                        z  | j
                  t	        d|j
                        z  | j                  t	        d|j                        z        S )Nr   )r   intr   r	   maxr
   r   r   s     r   __truediv__zProfileMetrics.__truediv__   sp    eS!"5%7EAu'9'9 ::NNSEOO44LL3q%--00
 	
r   c                 >    | j                   dd| j                  ddS )Nz4.0%z ops z timer
   r	   r   s    r   __str__zProfileMetrics.__str__(   s%    ..&eD,=,=d+C5IIr   c                 2    | j                   | j                  gS r   r   r   s    r   tocsvzProfileMetrics.tocsv+   s     1 122r   N)r   r   )__name__
__module____qualname__r	   float__annotations__r
   r   r   r   r   r   r   r    r"    r   r   r   r   
   sC    L%IsGSFCO

J3r   r   c                   ,    e Zd Zd ZddZd Zd Zd Zy)ProfileResultc                 ^    |xs
 t               | _        |xs
 t               | _        || _        y r   )r   capturedtotalunique_graphs)r   r,   r-   r.   s       r   __init__zProfileResult.__init__0   s(    (0(DN4D%*%>n.>
"/r   c                     | xj                   |j                   z  c_         | xj                  |j                  z  c_        | xj                  |j                  z  c_        | S r   r,   r-   r.   r   s     r   r   zProfileResult.__iadd__5   sB    '

ekk!
e111r   c                 4    | j                   | j                  z  S r   )r,   r-   r   s    r   percentzProfileResult.percent;   s    }}tzz))r   c                     | j                   dd| j                  j                  dd| j                  j                  dd| j                  j                  ddt        | j                               z   S )N2z graphs z graph calls 4/z = )r.   r,   r   r
   r-   strr3   r   s    r   r    zProfileResult.__str__>   sj    !!!$HT]]-A-A!,DM}}&&q)4::+?+?*B#G$,,.!"	
r   c                     | j                   | j                  j                  | j                  j                  | j                  j                  g| j                         j                         z   S r   )r.   r,   r   r
   r-   r3   r"   r   s    r   r"   zProfileResult.tocsvE   sU    MM  MM##JJ  	

 LLN  "# 	#r   N)r   r*   )r#   r$   r%   r/   r   r3   r    r"   r(   r   r   r*   r*   /   s    0
*
#r   r*   c                  F    t         j                  j                  d      dk(  S )NTORCHDYNAMO_PRINT_MISSING1)osenvirongetr(   r   r   should_print_missingr@   N   s    ::>>56#==r   c                     t        d | D              ry | D cg c]  }d|vsd|vs| } }t        ddj                  | dd               y c c}w )Nc              3   $   K   | ]  }d |v  
 yw)z/torch/autograd/profiler.pyNr(   ).0xs     r   	<genexpr>z print_missing.<locals>.<genexpr>S   s     
=!(A-
=s   z	<built-inzsite-packages/torch/MISSINGz >> )anyr   join)stackrD   s     r   print_missingrK   R   s]    

=u
==[16LTU6UE  y&++eBCj12s   	AAAc                       e Zd ZdZd Zd Zy)Profilerr   c                     t         j                  j                  t         j                  j                  j                  gt                     | _        y )N)
activities
with_stack)torchprofilerprofileProfilerActivityCPUr@   profr   s    r   r/   zProfiler.__init__^   s9    NN**77;;<+- + 
	r   c           	         d}d}d}d}d}d}d}t        | j                  j                         d       }|D ]  }	|	j                  dk(  r!|	j                  j
                  }|dz  }|dz  }3|	j                  j                  |k\  r|	j                  j
                  }|	j                  j
                  |k  r#|dz  }||	j                  j                         z  }nt               rt        |	j                         |dz  }||	j                  j                         z  } t        j                  }
dt        _        |dz  }t        t        ||||z
  |      t        |||dz
        |
	      S )
Nr   c                 .    | j                   j                  S r   )
time_rangestart)rD   s    r   <lambda>z"Profiler.results.<locals>.<lambda>m   s    !,,:L:L r   )keyTORCHDYNAMOr   )r	   r
   r   r   r   r1   )sortedrV   eventsnamerZ   endr[   
elapsed_usr@   rK   rJ   rM   r.   r*   r   )r   captured_regionscaptured_opscaptured_microseconds	total_opstotal_microsecondslast_op_end_timecaptured_region_end_timer`   er.   s              r   resultszProfiler.resultsd   sr    !	#% 		((*0LM 	Avv&+,<<+;+;( A% Q	##'77#$<<#3#3 <<##'?? A%L)Q\\-D-D-FF))+!!''*Q	"all&=&=&??"!	$ !..!"Q	#2&$'77'	 !/#!A
 (
 	
r   N)r#   r$   r%   r.   r/   rl   r(   r   r   rM   rM   [   s    M
.
r   rM   gmexample_inputsc                 D      fd}t         xj                  dz  c_        |S )Nc                      t         j                  j                  d      5   j                  |  cd d d        S # 1 sw Y   y xY w)Nr^   )rQ   rR   record_functionforward)argsrm   s    r   _wrappedz%fx_insert_profiling.<locals>._wrapped   s8    ^^++M: 	%2::t$	% 	% 	%s	   :Ar   )rM   r.   )rm   rn   rt   s   `  r   fx_insert_profilingru      s     % aOr   )dataclassesr=   typingr   r   rQ   utilsr   	dataclassr   r*   r@   rK   rM   fxGraphModuleru   r(   r   r   <module>r|      st     	    !3 !3 !3H# #>>37
 7
tEHH00 $s) r   