o
    wZh                     @   s   d dl mZ d dlmZmZ d dlZd dlZd dlZd dlm	Z	 de
dee
 fddZd	ejjfd
dZde
deeee f fddZdd Zdd ZddddefddZedd ZdefddZdefddZdefddZdS )     )contextmanager)AnycastN)Timerfilenamereturnc                    s   d}d}d  g }t | M}| |}t|D ]8\}}|dkr!q||}|dkr+q|d | }	||d   d   fdd|	jdd	D }
|d
|
 qW d    |S 1 s\w   Y  |S )Nz<GRAPH_EXPORT>z</GRAPH_EXPORT>r      c                    s   g | ]
}|t  d  qS N)len).0xpfx J/var/www/auris/lib/python3.10/site-packages/torch/utils/jit/log_extract.py
<listcomp>   s    zextract_ir.<locals>.<listcomp>T)keepends )openreadsplit	enumeratefind
splitlinesappendjoin)r   ZBEGINZENDZgraphsfZ
split_strsiZ	split_strZend_locslinesr   r   r   
extract_ir	   s*   


r!   inp_typec                 C   sb   |   }|  }|  }|  }|d usJ |d usJ |d us"J |d us(J tj||||dS )N)sizestridedevicedtype)sizesstridesr%   r&   torchZempty_strided)r"   r#   r$   r%   r&   r   r   r   make_tensor_from_type   s   r*   irc                 C   s  t jj| dd}|  g }| D ]_}t| t jjr'|t	
dd qt| t jjr:|t	dd qt| t jjrTtt jj| }|t| qt| t jjri|t	dddk qtd|  t jd|}t j|j ||fS )	NT)Zparse_tensor_constantsg?d   r	   r   z,A default value is not implemented for type forward)r)   _CZparse_irZmakeMultiOutputIntoTupleinputs
isinstancetypeZ	FloatTyper   randomuniformZIntTyperandint
TensorTyper   r*   ZBoolTypeNotImplementedErrorZ_create_function_from_graphZ!_jit_pass_erase_shape_informationgraph)r+   r7   r/   inpZ
tensorTypefuncr   r   r   load_graph_and_inputs)   s"   r:   c                 C   s$   t d| |dd}| }|jd S )Nzfn(*inputs))fnr/   )stmtglobals  )r   Zblocked_autorangeZmedian)r;   r/   	test_runsttimesr   r   r   	time_cuda>   s   
rB   c                 C   s6   t  }t|D ]}| |  qt  }|| | d S )Nr>   )timeperf_counterrange)r;   r/   r?   r   _er   r   r   time_cpuC   s
   
rH   
      )warmup_runsr?   c          	      C   s|   t | \}}t|D ]}||  q
d }|D ]}t|tjr%|jjdk} nq|d us,J |r6t|||}|S t|||}|S )Ncpu)	r:   rE   r0   r)   ZTensorr%   r1   rH   rB   )	r+   r/   rK   r?   r7   rF   Zis_cpuinputoutr   r   r   run_testJ   s   
rO   c               	   o   s6    t jd}zd V  W t j| d S t j| w )NF)r)   r.   Z_get_graph_executor_optimize)argskwargsZold_optimizer   r   r   no_fuserY   s
   rR   c                 C   s4   t   t| |W  d    S 1 sw   Y  d S r
   )rR   rO   r+   r/   r   r   r   run_baseline_no_fusiona   s   $rT   c              	   C   s   z9|rdgndg}t j|}t jd t| |W  d    W t j| S 1 s,w   Y  W t j| d S t j| w )N)ZDYNAMICrI   )ZSTATICrI   Zfuser1)r)   jitZset_fusion_strategyfuserrO   )r+   r/   ZdynamicZstratZ	old_stratr   r   r   run_nncf   s   rW   c                 C   s:   t jd t| |W  d    S 1 sw   Y  d S )NZfuser2)r)   rU   rV   rO   rS   r   r   r   run_nvfusero   s   $rX   )
contextlibr   typingr   r   r2   r)   rC   Ztorch.utils.benchmarkr   strlistr!   r.   r5   r*   tupler:   rB   rH   floatrO   rR   rT   rW   rX   r   r   r   r   <module>   s"   
	